diff --git a/azurerm/config.go b/azurerm/config.go
index 7b00a91f1c34..d669b68bc3d9 100644
--- a/azurerm/config.go
+++ b/azurerm/config.go
@@ -226,6 +226,7 @@ type ArmClient struct {
 	sqlVirtualNetworkRulesClient         sql.VirtualNetworkRulesClient
 
 	// Data Factory
+	dataFactoryPipelineClient      datafactory.PipelinesClient
 	dataFactoryClient              datafactory.FactoriesClient
 	dataFactoryDatasetClient       datafactory.DatasetsClient
 	dataFactoryLinkedServiceClient datafactory.LinkedServicesClient
@@ -899,6 +900,10 @@ func (c *ArmClient) registerDataFactoryClients(endpoint, subscriptionId string,
 	dataFactoryLinkedServiceClient := datafactory.NewLinkedServicesClientWithBaseURI(endpoint, subscriptionId)
 	c.configureClient(&dataFactoryLinkedServiceClient.Client, auth)
 	c.dataFactoryLinkedServiceClient = dataFactoryLinkedServiceClient
+
+	dataFactoryPipelineClient := datafactory.NewPipelinesClientWithBaseURI(endpoint, subscriptionId)
+	c.configureClient(&dataFactoryPipelineClient.Client, auth)
+	c.dataFactoryPipelineClient = dataFactoryPipelineClient
 }
 
 func (c *ArmClient) registerDataLakeStoreClients(endpoint, subscriptionId string, auth autorest.Authorizer) {
diff --git a/azurerm/data_factory.go b/azurerm/data_factory.go
index 48db9dbf683c..5a2de0759b00 100644
--- a/azurerm/data_factory.go
+++ b/azurerm/data_factory.go
@@ -52,3 +52,34 @@ func flattenDataFactoryAnnotations(input *[]interface{}) []string {
 	}
 	return annotations
 }
+
+func expandDataFactoryVariables(input map[string]interface{}) map[string]*datafactory.VariableSpecification {
+	output := make(map[string]*datafactory.VariableSpecification)
+
+	for k, v := range input {
+		output[k] = &datafactory.VariableSpecification{
+			Type:         datafactory.VariableTypeString,
+			DefaultValue: v.(string),
+		}
+	}
+
+	return output
+}
+
+func flattenDataFactoryVariables(input map[string]*datafactory.VariableSpecification) map[string]interface{} {
+	output := make(map[string]interface{})
+
+	for k, v := range input {
+		if v != nil {
+			// we only support string parameters at this time
+			val, ok := v.DefaultValue.(string)
+			if !ok {
+				log.Printf("[DEBUG] Skipping variable %q since it's not a string", k)
+			}
+
+			output[k] = val
+		}
+	}
+
+	return output
+}
diff --git a/azurerm/provider.go b/azurerm/provider.go
index 7aa0cf949e56..80f873c86754 100644
--- a/azurerm/provider.go
+++ b/azurerm/provider.go
@@ -222,6 +222,7 @@ func Provider() terraform.ResourceProvider {
 			"azurerm_data_factory":                           resourceArmDataFactory(),
 			"azurerm_data_factory_dataset_sql_server_table":  resourceArmDataFactoryDatasetSQLServerTable(),
 			"azurerm_data_factory_linked_service_sql_server": resourceArmDataFactoryLinkedServiceSQLServer(),
+			"azurerm_data_factory_pipeline":                  resourceArmDataFactoryPipeline(),
 			"azurerm_data_lake_analytics_account":            resourceArmDataLakeAnalyticsAccount(),
 			"azurerm_data_lake_analytics_firewall_rule":      resourceArmDataLakeAnalyticsFirewallRule(),
 			"azurerm_data_lake_store_file":                   resourceArmDataLakeStoreFile(),
diff --git a/azurerm/resource_arm_data_factory_pipeline.go b/azurerm/resource_arm_data_factory_pipeline.go
new file mode 100644
index 000000000000..f8db579821ec
--- /dev/null
+++ b/azurerm/resource_arm_data_factory_pipeline.go
@@ -0,0 +1,205 @@
+package azurerm
+
+import (
+	"fmt"
+	"log"
+	"regexp"
+
+	"github.com/Azure/azure-sdk-for-go/services/datafactory/mgmt/2018-06-01/datafactory"
+	"github.com/hashicorp/terraform/helper/schema"
+	"github.com/hashicorp/terraform/helper/validation"
+	"github.com/terraform-providers/terraform-provider-azurerm/azurerm/helpers/tf"
+	"github.com/terraform-providers/terraform-provider-azurerm/azurerm/utils"
+)
+
+func resourceArmDataFactoryPipeline() *schema.Resource {
+	return &schema.Resource{
+		Create: resourceArmDataFactoryPipelineCreateUpdate,
+		Read:   resourceArmDataFactoryPipelineRead,
+		Update: resourceArmDataFactoryPipelineCreateUpdate,
+		Delete: resourceArmDataFactoryPipelineDelete,
+		Importer: &schema.ResourceImporter{
+			State: schema.ImportStatePassthrough,
+		},
+
+		Schema: map[string]*schema.Schema{
+			"name": {
+				Type:         schema.TypeString,
+				Required:     true,
+				ForceNew:     true,
+				ValidateFunc: validateAzureRMDataFactoryPipelineName,
+			},
+
+			"data_factory_name": {
+				Type:     schema.TypeString,
+				Required: true,
+				ForceNew: true,
+				ValidateFunc: validation.StringMatch(
+					regexp.MustCompile(`^[A-Za-z0-9]+(?:-[A-Za-z0-9]+)*$`),
+					`Invalid data_factory_name, see https://docs.microsoft.com/en-us/azure/data-factory/naming-rules`,
+				),
+			},
+
+			"resource_group_name": resourceGroupNameSchema(),
+
+			"parameters": {
+				Type:     schema.TypeMap,
+				Optional: true,
+			},
+
+			"variables": {
+				Type:     schema.TypeMap,
+				Optional: true,
+			},
+
+			"description": {
+				Type:     schema.TypeString,
+				Optional: true,
+			},
+
+			"annotations": {
+				Type:     schema.TypeList,
+				Optional: true,
+				Elem: &schema.Schema{
+					Type: schema.TypeString,
+				},
+			},
+		},
+	}
+}
+
+func resourceArmDataFactoryPipelineCreateUpdate(d *schema.ResourceData, meta interface{}) error {
+	client := meta.(*ArmClient).dataFactoryPipelineClient
+	ctx := meta.(*ArmClient).StopContext
+
+	log.Printf("[INFO] preparing arguments for Data Factory Pipeline creation.")
+
+	resourceGroupName := d.Get("resource_group_name").(string)
+	name := d.Get("name").(string)
+	dataFactoryName := d.Get("data_factory_name").(string)
+
+	if requireResourcesToBeImported && d.IsNewResource() {
+		existing, err := client.Get(ctx, resourceGroupName, dataFactoryName, name, "")
+		if err != nil {
+			if !utils.ResponseWasNotFound(existing.Response) {
+				return fmt.Errorf("Error checking for presence of existing Data Factory Pipeline %q (Resource Group %q / Data Factory %q): %s", name, resourceGroupName, dataFactoryName, err)
+			}
+		}
+
+		if existing.ID != nil && *existing.ID != "" {
+			return tf.ImportAsExistsError("azurerm_data_factory_pipeline", *existing.ID)
+		}
+	}
+
+	description := d.Get("description").(string)
+	pipeline := &datafactory.Pipeline{
+		Parameters:  expandDataFactoryParameters(d.Get("parameters").(map[string]interface{})),
+		Variables:   expandDataFactoryVariables(d.Get("variables").(map[string]interface{})),
+		Description: &description,
+	}
+
+	if v, ok := d.GetOk("annotations"); ok {
+		annotations := v.([]interface{})
+		pipeline.Annotations = &annotations
+	} else {
+		annotations := make([]interface{}, 0)
+		pipeline.Annotations = &annotations
+	}
+
+	config := datafactory.PipelineResource{
+		Pipeline: pipeline,
+	}
+
+	if _, err := client.CreateOrUpdate(ctx, resourceGroupName, dataFactoryName, name, config, ""); err != nil {
+		return fmt.Errorf("Error creating Data Factory Pipeline %q (Resource Group %q / Data Factory %q): %+v", name, resourceGroupName, dataFactoryName, err)
+	}
+
+	read, err := client.Get(ctx, resourceGroupName, dataFactoryName, name, "")
+	if err != nil {
+		return fmt.Errorf("Error retrieving Data Factory Pipeline %q (Resource Group %q / Data Factory %q): %+v", name, resourceGroupName, dataFactoryName, err)
+	}
+
+	if read.ID == nil {
+		return fmt.Errorf("Cannot read Data Factory Pipeline %q (Resource Group %q / Data Factory %q) ID", name, resourceGroupName, dataFactoryName)
+	}
+
+	d.SetId(*read.ID)
+
+	return resourceArmDataFactoryPipelineRead(d, meta)
+}
+
+func resourceArmDataFactoryPipelineRead(d *schema.ResourceData, meta interface{}) error {
+	client := meta.(*ArmClient).dataFactoryPipelineClient
+	ctx := meta.(*ArmClient).StopContext
+
+	id, err := parseAzureResourceID(d.Id())
+	if err != nil {
+		return err
+	}
+	dataFactoryName := id.Path["factories"]
+	name := id.Path["pipelines"]
+
+	resp, err := client.Get(ctx, id.ResourceGroup, dataFactoryName, name, "")
+	if err != nil {
+		if utils.ResponseWasNotFound(resp.Response) {
+			d.SetId("")
+			log.Printf("[DEBUG] Data Factory Pipeline %q was not found in Resource Group %q - removing from state!", name, id.ResourceGroup)
+			return nil
+		}
+		return fmt.Errorf("Error reading the state of Data Factory Pipeline %q: %+v", name, err)
+	}
+
+	d.Set("name", resp.Name)
+	d.Set("resource_group_name", id.ResourceGroup)
+	d.Set("data_factory_name", dataFactoryName)
+
+	if props := resp.Pipeline; props != nil {
+		d.Set("description", props.Description)
+
+		parameters := flattenDataFactoryParameters(props.Parameters)
+		if err := d.Set("parameters", parameters); err != nil {
+			return fmt.Errorf("Error setting `parameters`: %+v", err)
+		}
+
+		annotations := flattenDataFactoryAnnotations(props.Annotations)
+		if err := d.Set("annotations", annotations); err != nil {
+			return fmt.Errorf("Error setting `annotations`: %+v", err)
+		}
+
+		variables := flattenDataFactoryVariables(props.Variables)
+		if err := d.Set("variables", variables); err != nil {
+			return fmt.Errorf("Error setting `variables`: %+v", err)
+		}
+
+	}
+
+	return nil
+}
+
+func resourceArmDataFactoryPipelineDelete(d *schema.ResourceData, meta interface{}) error {
+	client := meta.(*ArmClient).dataFactoryPipelineClient
+	ctx := meta.(*ArmClient).StopContext
+
+	id, err := parseAzureResourceID(d.Id())
+	if err != nil {
+		return err
+	}
+	dataFactoryName := id.Path["factories"]
+	name := id.Path["pipelines"]
+	resourceGroupName := id.ResourceGroup
+
+	if _, err = client.Delete(ctx, resourceGroupName, dataFactoryName, name); err != nil {
+		return fmt.Errorf("Error deleting Data Factory Pipeline %q (Resource Group %q / Data Factory %q): %+v", name, resourceGroupName, dataFactoryName, err)
+	}
+
+	return nil
+}
+
+func validateAzureRMDataFactoryPipelineName(v interface{}, k string) (warnings []string, errors []error) {
+	value := v.(string)
+	if regexp.MustCompile(`^[.+?/<>*%&:\\]+$`).MatchString(value) {
+		errors = append(errors, fmt.Errorf("any of '.', '+', '?', '/', '<', '>', '*', '%%', '&', ':', '\\', are not allowed in %q: %q", k, value))
+	}
+
+	return warnings, errors
+}
diff --git a/azurerm/resource_arm_data_factory_pipeline_test.go b/azurerm/resource_arm_data_factory_pipeline_test.go
new file mode 100644
index 000000000000..a446044b2f85
--- /dev/null
+++ b/azurerm/resource_arm_data_factory_pipeline_test.go
@@ -0,0 +1,215 @@
+package azurerm
+
+import (
+	"fmt"
+	"testing"
+
+	"github.com/hashicorp/terraform/helper/resource"
+	"github.com/hashicorp/terraform/terraform"
+	"github.com/terraform-providers/terraform-provider-azurerm/azurerm/helpers/tf"
+	"github.com/terraform-providers/terraform-provider-azurerm/azurerm/utils"
+)
+
+func TestAccAzureRMDataFactoryPipeline_basic(t *testing.T) {
+	resourceName := "azurerm_data_factory_pipeline.test"
+	ri := tf.AccRandTimeInt()
+	location := testLocation()
+	config := testAccAzureRMDataFactoryPipeline_basic(ri, location)
+
+	resource.ParallelTest(t, resource.TestCase{
+		PreCheck:     func() { testAccPreCheck(t) },
+		Providers:    testAccProviders,
+		CheckDestroy: testCheckAzureRMDataFactoryPipelineDestroy,
+		Steps: []resource.TestStep{
+			{
+				Config: config,
+				Check: resource.ComposeTestCheckFunc(
+					testCheckAzureRMDataFactoryPipelineExists(resourceName),
+				),
+			},
+			{
+				ResourceName:      resourceName,
+				ImportState:       true,
+				ImportStateVerify: true,
+			},
+		},
+	})
+}
+
+func TestAccAzureRMDataFactoryPipeline_update(t *testing.T) {
+	resourceName := "azurerm_data_factory_pipeline.test"
+	ri := tf.AccRandTimeInt()
+	location := testLocation()
+	config := testAccAzureRMDataFactoryPipeline_update1(ri, location)
+	config2 := testAccAzureRMDataFactoryPipeline_update2(ri, location)
+
+	resource.ParallelTest(t, resource.TestCase{
+		PreCheck:     func() { testAccPreCheck(t) },
+		Providers:    testAccProviders,
+		CheckDestroy: testCheckAzureRMDataFactoryPipelineDestroy,
+		Steps: []resource.TestStep{
+			{
+				Config: config,
+				Check: resource.ComposeTestCheckFunc(
+					testCheckAzureRMDataFactoryPipelineExists(resourceName),
+					resource.TestCheckResourceAttr(resourceName, "parameters.%", "1"),
+					resource.TestCheckResourceAttr(resourceName, "annotations.#", "3"),
+					resource.TestCheckResourceAttr(resourceName, "description", "test description"),
+					resource.TestCheckResourceAttr(resourceName, "variables.%", "2"),
+				),
+			},
+			{
+				Config: config2,
+				Check: resource.ComposeTestCheckFunc(
+					testCheckAzureRMDataFactoryPipelineExists(resourceName),
+					resource.TestCheckResourceAttr(resourceName, "parameters.%", "2"),
+					resource.TestCheckResourceAttr(resourceName, "annotations.#", "2"),
+					resource.TestCheckResourceAttr(resourceName, "description", "test description2"),
+					resource.TestCheckResourceAttr(resourceName, "variables.%", "3"),
+				),
+			},
+			{
+				ResourceName:      resourceName,
+				ImportState:       true,
+				ImportStateVerify: true,
+			},
+		},
+	})
+}
+
+func testCheckAzureRMDataFactoryPipelineDestroy(s *terraform.State) error {
+	client := testAccProvider.Meta().(*ArmClient).dataFactoryPipelineClient
+	for _, rs := range s.RootModule().Resources {
+		if rs.Type != "azurerm_data_factory_pipeline" {
+			continue
+		}
+
+		name := rs.Primary.Attributes["name"]
+		dataFactoryName := rs.Primary.Attributes["data_factory_name"]
+		resourceGroup := rs.Primary.Attributes["resource_group_name"]
+
+		ctx := testAccProvider.Meta().(*ArmClient).StopContext
+		resp, err := client.Get(ctx, resourceGroup, dataFactoryName, name, "")
+
+		if err != nil {
+			if !utils.ResponseWasNotFound(resp.Response) {
+				return err
+			}
+		}
+
+		return nil
+	}
+	return nil
+}
+
+func testCheckAzureRMDataFactoryPipelineExists(resourceName string) resource.TestCheckFunc {
+	return func(s *terraform.State) error {
+		rs, ok := s.RootModule().Resources[resourceName]
+		if !ok {
+			return fmt.Errorf("Not found: %s", resourceName)
+		}
+
+		name := rs.Primary.Attributes["name"]
+		dataFactoryName := rs.Primary.Attributes["data_factory_name"]
+		resourceGroup := rs.Primary.Attributes["resource_group_name"]
+
+		client := testAccProvider.Meta().(*ArmClient).dataFactoryPipelineClient
+		ctx := testAccProvider.Meta().(*ArmClient).StopContext
+		resp, err := client.Get(ctx, resourceGroup, dataFactoryName, name, "")
+		if err != nil {
+			if utils.ResponseWasNotFound(resp.Response) {
+				return fmt.Errorf("Bad: Data Factory Pipeline %q (Resource Group %q / Data Factory %q) does not exist", name, resourceGroup, dataFactoryName)
+			}
+			return fmt.Errorf("Bad: Get on DataFactoryPipelineClient: %+v", err)
+		}
+
+		return nil
+	}
+}
+
+func testAccAzureRMDataFactoryPipeline_basic(rInt int, location string) string {
+	return fmt.Sprintf(`
+resource "azurerm_resource_group" "test" {
+  name     = "acctestrg-%d"
+  location = "%s"
+}
+
+resource "azurerm_data_factory" "test" {
+  name                = "acctestdfv2%d"
+  location            = "${azurerm_resource_group.test.location}"
+  resource_group_name = "${azurerm_resource_group.test.name}"
+}
+
+resource "azurerm_data_factory_pipeline" "test" {
+  name                = "acctest%d"
+  resource_group_name = "${azurerm_resource_group.test.name}"
+  data_factory_name   = "${azurerm_data_factory.test.name}"
+}
+`, rInt, location, rInt, rInt)
+}
+
+func testAccAzureRMDataFactoryPipeline_update1(rInt int, location string) string {
+	return fmt.Sprintf(`
+resource "azurerm_resource_group" "test" {
+  name     = "acctestrg-%d"
+  location = "%s"
+}
+
+resource "azurerm_data_factory" "test" {
+  name                = "acctestdfv2%d"
+  location            = "${azurerm_resource_group.test.location}"
+  resource_group_name = "${azurerm_resource_group.test.name}"
+}
+
+resource "azurerm_data_factory_pipeline" "test" {
+  name                = "acctest%d"
+  resource_group_name = "${azurerm_resource_group.test.name}"
+  data_factory_name   = "${azurerm_data_factory.test.name}"
+  annotations         = ["test1", "test2", "test3"]
+  description         = "test description"
+
+  parameters = {
+    test = "testparameter"
+  }
+	
+  variables {
+    "foo" = "test1"
+    "bar" = "test2"
+  }
+}
+`, rInt, location, rInt, rInt)
+}
+
+func testAccAzureRMDataFactoryPipeline_update2(rInt int, location string) string {
+	return fmt.Sprintf(`
+resource "azurerm_resource_group" "test" {
+  name     = "acctestrg-%d"
+  location = "%s"
+}
+
+resource "azurerm_data_factory" "test" {
+  name                = "acctestdfv2%d"
+  location            = "${azurerm_resource_group.test.location}"
+  resource_group_name = "${azurerm_resource_group.test.name}"
+}
+
+resource "azurerm_data_factory_pipeline" "test" {
+  name                = "acctest%d"
+  resource_group_name = "${azurerm_resource_group.test.name}"
+  data_factory_name   = "${azurerm_data_factory.test.name}"
+  annotations         = ["test1", "test2"]
+  description         = "test description2"
+	
+  parameters = {
+    test = "testparameter"
+    test2 = "testparameter2"
+  }
+
+  variables {
+    "foo" = "test1"
+     "bar" = "test2"
+    "baz" = "test3"
+  }
+}
+`, rInt, location, rInt, rInt)
+}
diff --git a/website/docs/r/data_factory_pipeline.html.markdown b/website/docs/r/data_factory_pipeline.html.markdown
new file mode 100644
index 000000000000..832141075bbf
--- /dev/null
+++ b/website/docs/r/data_factory_pipeline.html.markdown
@@ -0,0 +1,64 @@
+---
+layout: "azurerm"
+page_title: "Azure Resource Manager: azurerm_data_factory_pipeline"
+sidebar_current: "docs-azurerm-resource-data-factory-pipeline"
+description: |-
+  Manage a Pipeline inside a Azure Data Factory.
+---
+
+# azurerm_data_factory_pipeline
+
+Manage a Pipeline inside a Azure Data Factory.
+
+## Example Usage
+
+```hcl
+resource "azurerm_resource_group" "example" {
+  name     = "example"
+  location = "northeurope"
+}
+
+resource "azurerm_data_factory" "example" {
+  name                = "example"
+  location            = "${azurerm_resource_group.example.location}"
+  resource_group_name = "${azurerm_resource_group.example.name}"
+}
+
+resource "azurerm_data_factory_pipeline" "example" {
+  name                = "example"
+  resource_group_name = "${azurerm_resource_group.example.name}"
+  data_factory_name   = "${azurerm_data_factory.example.name}"
+}
+```
+
+## Argument Reference
+
+The following arguments are supported:
+
+* `name` - (Required) Specifies the name of the Data Factory Pipeline. Changing this forces a new resource to be created. Must be globally unique. See the [Microsoft documentation](https://docs.microsoft.com/en-us/azure/data-factory/naming-rules) for all restrictions.
+
+* `resource_group_name` - (Required) The name of the resource group in which to create the Data Factory Pipeline. Changing this forces a new resource
+
+* `data_factory_name` - (Required) The Data Factory name in which to associate the Pipeline with. Changing this forces a new resource.
+
+* `description` - (Optional) The description for the Data Factory Pipeline.
+
+* `annotations` - (Optional) List of tags that can be used for describing the Data Factory Pipeline.
+
+* `parameters` - (Optional) A map of parameters to associate with the Data Factory Pipeline.
+
+* `variables` - (Optional) A map of variables to associate with the Data Factory Pipeline.
+
+## Attributes Reference
+
+The following attributes are exported:
+
+* `id` - The ID of the Data Factory Pipeline.
+
+## Import
+
+Data Factory Pipeline can be imported using the `resource id`, e.g.
+
+```shell
+terraform import azurerm_data_factory_pipeline.example /subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/example/providers/Microsoft.DataFactory/factories/example/pipelines/example
+```