diff --git a/.DS_Store b/.DS_Store
new file mode 100644
index 0000000..a5648e2
Binary files /dev/null and b/.DS_Store differ
diff --git a/.github/workflows/go.yml b/.github/workflows/go.yml
index 4c5cd1c..e424895 100644
--- a/.github/workflows/go.yml
+++ b/.github/workflows/go.yml
@@ -6,6 +6,7 @@ on:
   pull_request:
     branches:
       - main
+
 jobs:
   test:
     name: Test
@@ -45,3 +46,33 @@ jobs:
 
       - name: Test example/devdata_cli (sub module)
         run: cd ./examples/devdata_cli && go test -race ./...
+
+  integration_test:
+    name: Integration test
+    strategy:
+      matrix:
+        # boolean values are cast to indices
+        environments: ${{ fromJSON('[["staging"], ["staging", "production"]]')[github.ref == 'refs/heads/main'] }}
+    runs-on: ubuntu-latest
+    environment: ${{ matrix.environments }}
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v3
+        with:
+          fetch-depth: 0 # Required for go-header check.
+
+      - name: Set up Go
+        uses: actions/setup-go@v4
+        with:
+          go-version-file: go.mod
+          cache-dependency-path: |
+            go.sum
+            examples/devdata_cli/go.sum
+        id: go
+
+      - name: Test (main module)
+        run: go test -race ./test/...
+        env:
+          CLARIFY_USERNAME: ${{ secrets.CLARIFY_USERNAME }}
+          CLARIFY_PASSWORD: ${{ secrets.CLARIFY_PASSWORD }}
+          CLARIFY_ENDPOINT: ${{ secrets.CLARIFY_ENDPOINT }}
diff --git a/README.md b/README.md
index 0f7c942..a8bb29d 100644
--- a/README.md
+++ b/README.md
@@ -42,7 +42,7 @@ By using our [automation](automation) and [automationcli](automation/automationc
 
 ## Copyright
 
-Copyright 2022-2023 Searis AS
+Copyright 2022-2024 Searis AS
 
 Licensed under the Apache License, Version 2.0 (the "License");
 you may not use the content in this repo except in compliance with the License.
diff --git a/client.go b/client.go
index 75b6759..e2f425b 100644
--- a/client.go
+++ b/client.go
@@ -298,14 +298,20 @@ func (er EvaluateRequest) Include(relationships ...string) EvaluateRequest {
 	return er
 }
 
+func (er EvaluateRequest) Format(format views.SelectionFormat) EvaluateRequest {
+	er.format = format
+
+	return er
+}
+
 func (er EvaluateRequest) Do(ctx context.Context) (*EvaluateResult, error) {
 	r := methodEvaluate.NewRequest(er.h,
 		paramData.Value(er.data),
 		paramItems.Value(er.items),
 		paramGroups.Value(er.groups),
-		paramCalculations.Value(er.calculations))
-
-	r.Include(er.relationships...)
+		paramCalculations.Value(er.calculations),
+		paramFormat.Value(er.format)).
+		Include(er.relationships...)
 
 	return r.Do(ctx)
 }
@@ -318,6 +324,7 @@ type EvaluateRequest struct {
 	groups        []fields.EvaluateGroup
 	calculations  []fields.Calculation
 	relationships []string
+	format        views.SelectionFormat
 	h             jsonrpc.Handler
 }
 
diff --git a/fields/evaluate.go b/fields/evaluate.go
index 952cc8e..abe414c 100644
--- a/fields/evaluate.go
+++ b/fields/evaluate.go
@@ -193,17 +193,24 @@ func (ei EvaluateItem) MarshalJSON() ([]byte, error) {
 func (eg EvaluateGroup) MarshalJSON() ([]byte, error) {
 	var v any
 
-	type encType struct {
-		Alias            string           `json:"alias,omitempty"`
-		Query            ResourceQuery    `json:"query,omitempty"`
-		TimeAggregation  TimeAggregation  `json:"timeAggregation,omitempty"`
-		GroupAggregation GroupAggregation `json:"groupAggregation,omitempty"`
-		State            int              `json:"-"`
-		Lead             int              `json:"lead,omitempty"`
-		Lag              int              `json:"lag,omitempty"`
-	}
+	switch eg.TimeAggregation {
+	case TimeAggregationSeconds, TimeAggregationPercent, TimeAggregationRate:
+		type encType EvaluateGroup
 
-	v = encType(eg)
+		v = encType(eg)
+	default:
+		type encType struct {
+			Alias            string           `json:"alias,omitempty"`
+			Query            ResourceQuery    `json:"query,omitempty"`
+			TimeAggregation  TimeAggregation  `json:"timeAggregation,omitempty"`
+			GroupAggregation GroupAggregation `json:"groupAggregation,omitempty"`
+			State            int              `json:"-"`
+			Lead             int              `json:"lead,omitempty"`
+			Lag              int              `json:"lag,omitempty"`
+		}
+
+		v = encType(eg)
+	}
 
 	return json.Marshal(v)
 }
diff --git a/test/common.go b/test/common.go
new file mode 100644
index 0000000..3850294
--- /dev/null
+++ b/test/common.go
@@ -0,0 +1,146 @@
+// Copyright 2024 Searis AS
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package test
+
+import (
+	"context"
+	"encoding/json"
+	"os"
+	"runtime"
+	"strings"
+	"testing"
+	"time"
+
+	"github.com/clarify/clarify-go"
+	"github.com/clarify/clarify-go/fields"
+)
+
+const (
+	AnnotationKey   = "there-is-always-money"
+	AnnotationValue = "in-the-banana-stand"
+)
+
+func getDefaultTimeRange() (time.Time, time.Time) {
+	tidenesMorgen := time.Unix(0, 0).UTC().Truncate(time.Hour)
+	tidenesKveld := tidenesMorgen.Add(10 * time.Hour)
+
+	return tidenesMorgen, tidenesKveld
+}
+
+func testName() string {
+	pc := make([]uintptr, 10)
+	n := runtime.Callers(3, pc)
+	frame, _ := runtime.CallersFrames(pc[:n]).Next()
+	funks := strings.Split(frame.Function, ".")
+	funk := funks[len(funks)-1]
+
+	return funk
+}
+
+func createPrefix() string {
+	test := testName()
+
+	return test + "/"
+}
+
+func getCredentials(t *testing.T) *clarify.Credentials {
+	var creds *clarify.Credentials
+
+	username := os.Getenv("CLARIFY_USERNAME")
+	password := os.Getenv("CLARIFY_PASSWORD")
+	endpoint := os.Getenv("CLARIFY_ENDPOINT")
+	credentials := os.Getenv("CLARIFY_CREDENTIALS")
+
+	switch {
+	case username != "" && password != "":
+		creds = clarify.BasicAuthCredentials(username, password)
+
+		if endpoint != "" {
+			creds.APIURL = endpoint
+		}
+	case credentials != "":
+		var err error
+		creds, err = clarify.CredentialsFromFile(credentials)
+		if err != nil {
+			t.Fatalf("failed to parse credentials file: %s", err)
+		}
+	default:
+		t.Skip("no credentials found, skipping integration tests")
+	}
+
+	if err := creds.Validate(); err != nil {
+		t.Fatalf("invalid credentials: %s", err)
+	}
+
+	return creds
+}
+
+func jsonEncode[v any](t *testing.T, a v) {
+	enc := json.NewEncoder(os.Stdout)
+
+	enc.SetIndent("", "  ")
+
+	err := enc.Encode(a)
+	if err != nil {
+		t.Errorf("%v", err)
+	}
+}
+
+func createAnnotationQuery(prefix string) fields.ResourceQuery {
+	return fields.Query().
+		Where(fields.Comparisons{"annotations." + prefix + AnnotationKey: fields.Equal(AnnotationValue)}).
+		Limit(10)
+}
+
+func onlyError[R any](f func(TestArgs) (R, error)) func(TestArgs) error {
+	return func(a TestArgs) error {
+		_, err := f(a)
+
+		return err
+	}
+}
+
+func applyTestArgs(a TestArgs, fs ...func(a TestArgs) error) {
+	for _, f := range fs {
+		if err := f(a); err != nil {
+			panic(err)
+		}
+	}
+}
+
+type TestArgs struct {
+	ctx         context.Context
+	integration string
+	client      *clarify.Client
+	prefix      string
+}
+
+func Map[A any, B any](f func(a A) B, as []A) []B {
+	g := func(index int, a A) B {
+		return f(a)
+	}
+
+	return MapIndex(g, as)
+}
+
+func MapIndex[A any, B any](f func(i int, a A) B, as []A) []B {
+	bs := make([]B, len(as))
+
+	for i := range as {
+		bs[i] = f(i, as[i])
+	}
+
+	return bs
+}
diff --git a/test/data_frame_integration_test.go b/test/data_frame_integration_test.go
new file mode 100644
index 0000000..833759c
--- /dev/null
+++ b/test/data_frame_integration_test.go
@@ -0,0 +1,98 @@
+// Copyright 2024 Searis AS
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package test
+
+import (
+	"context"
+	"testing"
+	"time"
+
+	clarify "github.com/clarify/clarify-go"
+	"github.com/clarify/clarify-go/fields"
+)
+
+func TestDataFrame(t *testing.T) {
+	ctx := context.Background()
+	creds := getCredentials(t)
+	client := creds.Client(ctx)
+	prefix := createPrefix()
+	a := TestArgs{
+		ctx:         ctx,
+		integration: creds.Integration,
+		client:      client,
+		prefix:      prefix,
+	}
+
+	applyTestArgs(a, onlyError(insertDefault), onlyError(saveSignalsDefault), onlyError(publishSignalsDefault))
+
+	t0, t1 := getDefaultTimeRange()
+
+	type testCase struct {
+		testArgs       TestArgs
+		items          fields.ResourceQuery
+		data           fields.DataQuery
+		expectedFields func(*clarify.DataFrameResult) bool
+	}
+
+	test := func(tc testCase) func(t *testing.T) {
+		return func(t *testing.T) {
+			t.Helper()
+
+			result, err := dataFrame(tc.testArgs.ctx, tc.testArgs.client, tc.items, tc.data)
+			if err != nil {
+				t.Errorf("Unexpected error: %v", err)
+			} else if !tc.expectedFields(result) {
+				t.Errorf("unexpected field found!")
+			}
+
+			jsonEncode(t, result)
+		}
+	}
+
+	t.Run("basic data frame test", test(testCase{
+		testArgs: a,
+		items:    createAnnotationQuery(a.prefix),
+		data:     fields.Data().Where(fields.TimeRange(t0, t1)).RollupDuration(time.Hour, time.Monday),
+		expectedFields: func(dfr *clarify.DataFrameResult) bool {
+			return true
+		},
+	}))
+
+	t.Run("less basic data frame test", test(testCase{
+		testArgs: a,
+		items:    createAnnotationQuery(a.prefix),
+		data:     fields.Data().Where(fields.TimeRange(t1, t0)).RollupDuration(time.Hour, time.Monday),
+		expectedFields: func(dfr *clarify.DataFrameResult) bool {
+			return true
+		},
+	}))
+}
+
+func dataFrame(ctx context.Context, client *clarify.Client, items fields.ResourceQuery, data fields.DataQuery) (*clarify.DataFrameResult, error) {
+	result, err := client.Clarify().DataFrame(items, data).Do(ctx)
+
+	return result, err
+}
+
+//lint:ignore U1000 Ignore unused function temporarily for debugging
+func dataFrameDefault(a TestArgs) (*clarify.DataFrameResult, error) {
+	items := createAnnotationQuery(a.prefix)
+	t0, t1 := getDefaultTimeRange()
+	data := fields.Data().
+		Where(fields.TimeRange(t0, t1)).
+		RollupDuration(time.Hour, time.Monday)
+
+	return dataFrame(a.ctx, a.client, items, data)
+}
diff --git a/test/evaluate_integration_test.go b/test/evaluate_integration_test.go
new file mode 100644
index 0000000..2f82ced
--- /dev/null
+++ b/test/evaluate_integration_test.go
@@ -0,0 +1,186 @@
+// Copyright 2024 Searis AS
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package test
+
+import (
+	"context"
+	"fmt"
+	"testing"
+	"time"
+
+	clarify "github.com/clarify/clarify-go"
+	"github.com/clarify/clarify-go/fields"
+	"github.com/clarify/clarify-go/views"
+)
+
+func TestEvaluate(t *testing.T) {
+	ctx := context.Background()
+	creds := getCredentials(t)
+	client := creds.Client(ctx)
+	prefix := createPrefix()
+	a := TestArgs{
+		ctx:         ctx,
+		integration: creds.Integration,
+		client:      client,
+		prefix:      prefix,
+	}
+
+	applyTestArgs(a, onlyError(insertDefault), onlyError(saveSignalsDefault), onlyError(publishSignalsDefault))
+
+	t0, t1 := getDefaultTimeRange()
+	ir, err := selectItemsDefault(a)
+	if err != nil {
+		t.Errorf("%v", err)
+	}
+
+	itemIDs := getListFromResponse(ir)
+
+	type testCase struct {
+		testArgs         TestArgs
+		itemIDs          []string
+		query            fields.ResourceQuery
+		data             fields.DataQuery
+		timeAggregation  fields.TimeAggregation
+		groupAggregation fields.GroupAggregation
+		expectedFields   func(*clarify.EvaluateResult) bool
+	}
+
+	test := func(tc testCase) func(t *testing.T) {
+		return func(t *testing.T) {
+			t.Helper()
+
+			result, err := evaluate(tc.testArgs.ctx, tc.testArgs.client, tc.itemIDs, tc.query, tc.data, tc.timeAggregation, tc.groupAggregation)
+			if err != nil {
+				t.Errorf("Unexpected error: %v", err)
+			} else if !tc.expectedFields(result) {
+				t.Errorf("unexpected field found!")
+			}
+
+			jsonEncode(t, result)
+		}
+	}
+
+	ef := func(er *clarify.EvaluateResult) bool {
+		// this could be done better!
+		// like some kind of order of items, groups, and calculations as test input,
+		// looped through here to verify they exist in the output.
+		keys := []string{"i0", "i1", "c1", "c2", "c3", "g1"}
+		ok := true
+		for _, key := range keys {
+			_, kok := er.Data[key]
+			ok = ok && kok
+		}
+
+		return ok
+	}
+
+	t.Run("basic evaluate test", test(testCase{
+		testArgs:         a,
+		itemIDs:          itemIDs,
+		query:            createAnnotationQuery(a.prefix),
+		data:             fields.Data().Where(fields.TimeRange(t0, t1)).RollupDuration(time.Hour, time.Monday),
+		timeAggregation:  fields.TimeAggregationAvg,
+		groupAggregation: fields.GroupAggregationAvg,
+		expectedFields:   ef,
+	}))
+
+	taggs := []fields.TimeAggregation{
+		fields.TimeAggregationCount,
+		fields.TimeAggregationMin,
+		fields.TimeAggregationMax,
+		fields.TimeAggregationSum,
+		fields.TimeAggregationAvg,
+		fields.TimeAggregationSeconds,
+		fields.TimeAggregationPercent,
+		fields.TimeAggregationRate,
+	}
+	for _, taggs := range taggs {
+		t.Run("time aggregation test type "+fmt.Sprint(taggs), test(testCase{
+			testArgs:         a,
+			itemIDs:          itemIDs,
+			query:            createAnnotationQuery(a.prefix),
+			data:             fields.Data().Where(fields.TimeRange(t0, t1)).RollupDuration(time.Hour, time.Monday),
+			timeAggregation:  taggs,
+			groupAggregation: fields.GroupAggregationAvg,
+			expectedFields:   ef,
+		}))
+	}
+
+	gaggs := []fields.GroupAggregation{
+		fields.GroupAggregationCount,
+		fields.GroupAggregationMin,
+		fields.GroupAggregationMax,
+		fields.GroupAggregationSum,
+		fields.GroupAggregationAvg,
+	}
+	for _, gagg := range gaggs {
+		t.Run("group aggregation test type "+fmt.Sprint(gagg), test(testCase{
+			testArgs:         a,
+			itemIDs:          itemIDs,
+			query:            createAnnotationQuery(a.prefix),
+			data:             fields.Data().Where(fields.TimeRange(t0, t1)).RollupDuration(time.Hour, time.Monday),
+			timeAggregation:  fields.TimeAggregationAvg,
+			groupAggregation: gagg,
+			expectedFields:   ef,
+		}))
+	}
+}
+
+func evaluate(ctx context.Context, client *clarify.Client, itemIDs []string, query fields.ResourceQuery, data fields.DataQuery, timeAggregation fields.TimeAggregation, groupAggregation fields.GroupAggregation) (*clarify.EvaluateResult, error) {
+	f := func(i int, itemID string) fields.EvaluateItem {
+		return fields.EvaluateItem{
+			Alias:           fmt.Sprintf("i%d", i),
+			ID:              itemID,
+			TimeAggregation: timeAggregation,
+			State:           10,
+		}
+	}
+	items := MapIndex(f, itemIDs)
+	groups := []fields.EvaluateGroup{
+		{
+			Alias:            "g1",
+			Query:            query,
+			TimeAggregation:  timeAggregation,
+			GroupAggregation: groupAggregation,
+			State:            10,
+		},
+	}
+	calculations := []fields.Calculation{
+		{Alias: "c1", Formula: "sin(g1)"},
+		{Alias: "c2", Formula: "sin(2*PI*time_seconds/3600)"},
+		{Alias: "c3", Formula: "max(c1,c2)"},
+	}
+	format := views.SelectionFormat{
+		GroupIncludedByType: true,
+	}
+	result, err := client.Clarify().Evaluate(data).
+		Items(items...).
+		Groups(groups...).
+		Calculations(calculations...).
+		Include([]string{"items"}...).
+		Format(format).
+		Do(ctx)
+
+	return result, err
+}
+
+func getListFromResponse(sir *clarify.SelectItemsResult) []string {
+	itemIDs := make([]string, 0, len(sir.Data))
+	for _, d := range sir.Data {
+		itemIDs = append(itemIDs, d.ID)
+	}
+
+	return itemIDs
+}
diff --git a/test/insert_integration_test.go b/test/insert_integration_test.go
new file mode 100644
index 0000000..f37b8b4
--- /dev/null
+++ b/test/insert_integration_test.go
@@ -0,0 +1,95 @@
+// Copyright 2024 Searis AS
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package test
+
+import (
+	"context"
+	"math/rand"
+	"testing"
+	"time"
+
+	clarify "github.com/clarify/clarify-go"
+	"github.com/clarify/clarify-go/fields"
+	"github.com/clarify/clarify-go/views"
+)
+
+func TestInsert(t *testing.T) {
+	ctx := context.Background()
+	creds := getCredentials(t)
+	client := creds.Client(ctx)
+	prefix := createPrefix()
+	a := TestArgs{
+		ctx:         ctx,
+		integration: creds.Integration,
+		client:      client,
+		prefix:      prefix,
+	}
+
+	type testCase struct {
+		testArgs       TestArgs
+		expectedFields func(*clarify.InsertResult) bool
+	}
+
+	test := func(tc testCase) func(t *testing.T) {
+		return func(t *testing.T) {
+			t.Helper()
+
+			result, err := insert(tc.testArgs.ctx, tc.testArgs.client, tc.testArgs.prefix)
+			if err != nil {
+				t.Errorf("Unexpected error: %v", err)
+			} else if !tc.expectedFields(result) {
+				t.Errorf("unexpected field found!")
+			}
+
+			jsonEncode(t, result)
+		}
+	}
+
+	t.Run("basic insert test", test(testCase{
+		testArgs: a,
+		expectedFields: func(ir *clarify.InsertResult) bool {
+			return true
+		},
+	}))
+}
+
+func insert(ctx context.Context, client *clarify.Client, prefix string) (*clarify.InsertResult, error) {
+	tt0, tt1 := getDefaultTimeRange()
+	t0 := fields.AsTimestamp(tt0)
+	segmentSize := 15 * time.Minute
+	segments := int(tt1.Sub(tt0)) / int(segmentSize)
+
+	amount := make(views.DataSeries)
+	for i := 0; i < segments; i++ {
+		amount[t0.Add(time.Duration(i*int(segmentSize)))] = rand.Float64() * float64(i)
+	}
+
+	status := make(views.DataSeries)
+	for i := 0; i < segments; i++ {
+		status[t0.Add(time.Duration(i*int(segmentSize)))] = float64(rand.Intn(5))
+	}
+
+	df := views.DataFrame{
+		prefix + "banana-stand/amount": amount,
+		prefix + "banana-stand/status": status,
+	}
+	result, err := client.Insert(df).Do(ctx)
+
+	return result, err
+}
+
+func insertDefault(a TestArgs) (*clarify.InsertResult, error) {
+	return insert(a.ctx, a.client, a.prefix)
+}
diff --git a/test/publish_signals_integration_test.go b/test/publish_signals_integration_test.go
new file mode 100644
index 0000000..922a7e9
--- /dev/null
+++ b/test/publish_signals_integration_test.go
@@ -0,0 +1,137 @@
+// Copyright 2024 Searis AS
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package test
+
+import (
+	"context"
+	"math/rand"
+	"testing"
+
+	clarify "github.com/clarify/clarify-go"
+	"github.com/clarify/clarify-go/automation"
+	"github.com/clarify/clarify-go/fields"
+	"github.com/clarify/clarify-go/views"
+	"golang.org/x/text/cases"
+	"golang.org/x/text/language"
+)
+
+func TestPublishSignals(t *testing.T) {
+	ctx := context.Background()
+	creds := getCredentials(t)
+	client := creds.Client(ctx)
+	prefix := createPrefix()
+
+	a := TestArgs{
+		ctx:         ctx,
+		integration: creds.Integration,
+		client:      client,
+		prefix:      prefix,
+	}
+
+	applyTestArgs(a, onlyError(insertDefault), onlyError(saveSignalsDefault))
+
+	type testCase struct {
+		testArgs       TestArgs
+		config         *automation.Config
+		expectedFields func(*clarify.PublishSignalsResult) bool
+	}
+
+	test := func(tc testCase) func(t *testing.T) {
+		return func(t *testing.T) {
+			t.Helper()
+
+			result, err := publishSignals(tc.testArgs.ctx, tc.testArgs.integration, tc.testArgs.prefix, tc.config)
+			if err != nil {
+				t.Errorf("Unexpected error: %v", err)
+			} else if !tc.expectedFields(result) {
+				t.Errorf("unexpected field found!")
+			}
+
+			// FIXME: before enabling `jsonEncode(t, result)` i need to move away from using automation to using the publish signals function directly.
+		}
+	}
+
+	t.Run("basic publish signals test", test(testCase{
+		testArgs: a,
+		config:   defaultCfg(a.client),
+		expectedFields: func(*clarify.PublishSignalsResult) bool {
+			return true
+		},
+	}))
+}
+
+func publishSignals(ctx context.Context, integration string, prefix string, cfg *automation.Config) (*clarify.PublishSignalsResult, error) {
+	keyExamplePublish := "clarify/clarify-go/example/publish"
+	annotationTrue := "true"
+	transformVersion := "v2"
+	routine := automation.PublishSignals{
+		Integrations: []string{integration},
+		SignalsFilter: fields.Comparisons{
+			"annotations." + prefix + AnnotationKey:     fields.Equal(AnnotationValue),
+			"annotations." + prefix + keyExamplePublish: fields.Equal(annotationTrue),
+		},
+		TransformVersion: transformVersion,
+		Transforms: []func(item *views.ItemSave){
+			transformEnumValuesToEmoji,
+			transformLabelValuesToTitle,
+			createTransform(prefix),
+		},
+	}
+	err := routine.Do(ctx, cfg)
+
+	return nil, err
+}
+
+func transformEnumValuesToEmoji(item *views.ItemSave) {
+	for i := range item.EnumValues {
+		item.EnumValues[i] = getRandom(emojiList)
+	}
+}
+
+// transformLabelValuesToTitle transforms label values from format "multiple
+// words" to "Multiple Words".
+func transformLabelValuesToTitle(item *views.ItemSave) {
+	for k, labels := range item.Labels {
+		for i, label := range labels {
+			item.Labels[k][i] = cases.Title(language.AmericanEnglish).String(label)
+		}
+	}
+}
+
+func createTransform(prefix string) func(item *views.ItemSave) {
+	return func(item *views.ItemSave) {
+		item.Annotations.Set(prefix+AnnotationKey, AnnotationValue)
+	}
+}
+
+func getRandom[T any](as []T) T {
+	return as[rand.Intn(len(as))]
+}
+
+var emojiList = []string{
+	"🔴", "🟠", "🟡", "🟢", "🔵", "🟣",
+}
+
+func defaultCfg(client *clarify.Client) *automation.Config {
+	cfg := automation.NewConfig(client)
+	cfg = cfg.WithEarlyOut(true)
+	cfg = cfg.WithAppName("rotrotrot")
+
+	return cfg
+}
+
+func publishSignalsDefault(a TestArgs) (*clarify.PublishSignalsResult, error) {
+	return publishSignals(a.ctx, a.integration, a.prefix, defaultCfg(a.client))
+}
diff --git a/test/save_signals_integration_test.go b/test/save_signals_integration_test.go
new file mode 100644
index 0000000..a6f4ab9
--- /dev/null
+++ b/test/save_signals_integration_test.go
@@ -0,0 +1,129 @@
+// Copyright 2024 Searis AS
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package test
+
+import (
+	"context"
+	"fmt"
+	"testing"
+	"time"
+
+	clarify "github.com/clarify/clarify-go"
+	"github.com/clarify/clarify-go/fields"
+	"github.com/clarify/clarify-go/views"
+)
+
+func TestSaveSignals(t *testing.T) {
+	ctx := context.Background()
+	creds := getCredentials(t)
+	client := creds.Client(ctx)
+	prefix := createPrefix()
+
+	a := TestArgs{
+		ctx:         ctx,
+		integration: creds.Integration,
+		client:      client,
+		prefix:      prefix,
+	}
+
+	applyTestArgs(a, onlyError(insertDefault))
+
+	type testCase struct {
+		testArgs       TestArgs
+		expectedFields func(*clarify.SaveSignalsResult) bool
+	}
+
+	test := func(tc testCase) func(t *testing.T) {
+		return func(t *testing.T) {
+			t.Helper()
+
+			result, err := saveSignals(tc.testArgs.ctx, tc.testArgs.client, tc.testArgs.prefix)
+			if err != nil {
+				t.Errorf("Unexpected error: %v", err)
+			} else if !tc.expectedFields(result) {
+				t.Errorf("unexpected field found!")
+			}
+
+			jsonEncode(t, result)
+		}
+	}
+
+	t.Run("basic save signals test", test(testCase{
+		testArgs: a,
+		expectedFields: func(ssr *clarify.SaveSignalsResult) bool {
+			return true
+		},
+	}))
+}
+
+func saveSignals(ctx context.Context, client *clarify.Client, prefix string) (*clarify.SaveSignalsResult, error) {
+	inputs := map[string]views.SignalSave{
+		prefix + "banana-stand/amount": {
+			MetaSave: views.MetaSave{
+				Annotations: fields.Annotations{
+					prefix + AnnotationKey:                        AnnotationValue,
+					prefix + "clarify/clarify-go/example/publish": "true",
+				},
+			},
+			SignalSaveAttributes: views.SignalSaveAttributes{
+				Name:        prefix + "Amount",
+				Description: "Amount at location, counted manually.",
+				Labels: fields.Labels{
+					"data-source": {"manual"},
+					"location":    {"banana stand", "pier"},
+				},
+				EngUnit: "USD",
+			},
+		},
+		prefix + "banana-stand/status": {
+			MetaSave: views.MetaSave{
+				Annotations: fields.Annotations{
+					prefix + AnnotationKey:                        AnnotationValue,
+					prefix + "clarify/clarify-go/example/publish": "true",
+				},
+			},
+			SignalSaveAttributes: views.SignalSaveAttributes{
+				Name:        prefix + "Building status",
+				Description: "Overall building status, aggregated from environmental sensors.",
+				Labels: fields.Labels{
+					"data-source": {"environmental sensors"},
+					"location":    {"banana stand", "pier"},
+				},
+				SourceType:     views.Aggregation,
+				ValueType:      views.Enum,
+				EnumValues:     createEnumValues(),
+				SampleInterval: fields.AsFixedDurationNullZero(15 * time.Minute),
+				GapDetection:   fields.AsFixedDurationNullZero(2 * time.Hour),
+			},
+		},
+	}
+	result, err := client.SaveSignals(inputs).Do(ctx)
+
+	return result, err
+}
+
+func createEnumValues() fields.EnumValues {
+	ev := make(fields.EnumValues)
+
+	for i := 0; i < 10; i++ {
+		ev[i] = fmt.Sprintf("%d", i)
+	}
+
+	return ev
+}
+
+func saveSignalsDefault(a TestArgs) (*clarify.SaveSignalsResult, error) {
+	return saveSignals(a.ctx, a.client, a.prefix)
+}
diff --git a/test/select_items_integration_test.go b/test/select_items_integration_test.go
new file mode 100644
index 0000000..a4abea0
--- /dev/null
+++ b/test/select_items_integration_test.go
@@ -0,0 +1,80 @@
+// Copyright 2024 Searis AS
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package test
+
+import (
+	"context"
+	"testing"
+
+	clarify "github.com/clarify/clarify-go"
+	"github.com/clarify/clarify-go/fields"
+)
+
+func TestSelectItems(t *testing.T) {
+	ctx := context.Background()
+	creds := getCredentials(t)
+	client := creds.Client(ctx)
+	prefix := createPrefix()
+
+	a := TestArgs{
+		ctx:         ctx,
+		integration: creds.Integration,
+		client:      client,
+		prefix:      prefix,
+	}
+
+	applyTestArgs(a, onlyError(insertDefault), onlyError(saveSignalsDefault), onlyError(publishSignalsDefault))
+
+	type testCase struct {
+		testArgs       TestArgs
+		items          fields.ResourceQuery
+		expectedFields func(*clarify.SelectItemsResult) bool
+	}
+
+	test := func(tc testCase) func(t *testing.T) {
+		return func(t *testing.T) {
+			t.Helper()
+
+			result, err := selectItems(tc.testArgs.ctx, tc.testArgs.client, tc.items)
+			if err != nil {
+				t.Errorf("Unexpected error: %v", err)
+			} else if !tc.expectedFields(result) {
+				t.Errorf("unexpected field found!")
+			}
+
+			jsonEncode(t, result)
+		}
+	}
+
+	t.Run("basic select items test", test(testCase{
+		testArgs: a,
+		items:    createAnnotationQuery(a.prefix),
+		expectedFields: func(sir *clarify.SelectItemsResult) bool {
+			return true
+		},
+	}))
+}
+
+func selectItems(ctx context.Context, client *clarify.Client, items fields.ResourceQuery) (*clarify.SelectItemsResult, error) {
+	result, err := client.Clarify().SelectItems(items).Do(ctx)
+
+	return result, err
+}
+
+func selectItemsDefault(a TestArgs) (*clarify.SelectItemsResult, error) {
+	items := createAnnotationQuery(a.prefix)
+
+	return selectItems(a.ctx, a.client, items)
+}
diff --git a/test/select_signals_integration_test.go b/test/select_signals_integration_test.go
new file mode 100644
index 0000000..5a5f717
--- /dev/null
+++ b/test/select_signals_integration_test.go
@@ -0,0 +1,73 @@
+// Copyright 2024 Searis AS
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package test
+
+import (
+	"context"
+	"testing"
+
+	clarify "github.com/clarify/clarify-go"
+	"github.com/clarify/clarify-go/fields"
+)
+
+func TestSelectSignal(t *testing.T) {
+	ctx := context.Background()
+	creds := getCredentials(t)
+	client := creds.Client(ctx)
+	prefix := createPrefix()
+	a := TestArgs{
+		ctx:         ctx,
+		integration: creds.Integration,
+		client:      client,
+		prefix:      prefix,
+	}
+
+	applyTestArgs(a, onlyError(insertDefault), onlyError(saveSignalsDefault))
+
+	type testCase struct {
+		testArgs       TestArgs
+		signals        fields.ResourceQuery
+		expectedFields func(*clarify.SelectSignalsResult) bool
+	}
+
+	test := func(tc testCase) func(t *testing.T) {
+		return func(t *testing.T) {
+			t.Helper()
+
+			result, err := selectSignals(tc.testArgs.ctx, tc.testArgs.client, tc.testArgs.integration, tc.signals)
+			if err != nil {
+				t.Errorf("Unexpected error: %v", err)
+			} else if !tc.expectedFields(result) {
+				t.Errorf("unexpected field found!")
+			}
+
+			jsonEncode(t, result)
+		}
+	}
+
+	t.Run("basic select signals test", test(testCase{
+		testArgs: a,
+		signals:  createAnnotationQuery(a.prefix),
+		expectedFields: func(ssr *clarify.SelectSignalsResult) bool {
+			return true
+		},
+	}))
+}
+
+func selectSignals(ctx context.Context, client *clarify.Client, integration string, signals fields.ResourceQuery) (*clarify.SelectSignalsResult, error) {
+	result, err := client.Admin().SelectSignals(integration, signals).Do(ctx)
+
+	return result, err
+}