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---

rudder-workflow-engine

Overview

In the rudder-transformer service, we're transforming customer event data into the format required for different destinations. To make this process clearer and easier to maintain, we needed to divide it into logical steps. So, we developed this workflow engine to meet our needs.

- Validation
- Event validation
- Destination config validation
- Source to destination data mapping
- Enriching data with destination API calls
- Handling different types of events
- Track, Identify, Page, etc.
- Custom categories:
- Product Viewed
- Product Purchased
- Multiplexing
- Batching
- Response building.

Currently, most steps are implemented using Javascript code, which provides the most flexibility. Still, it is getting difficult to maintain, understand, debug, test, and develop in a standardized way. To bring standardization, we are building a workflow engine that is config driven to provide improved readability, testability, reusability, and speed of development.

Since we want to express the transformation of the logic using easy to read and write template based language. We support following template languages:

- JSONata
- JsonTemplate
- Easily extendable to more template languages.
Workflow Example using Jsonata:

``yaml
templateType: Jsonata
steps:
- name: unsupported
condition: $not(op in ["+", "-", "*", "/"])
template: |
$doThrow("unsupported operation")
- name: add
description: Do addition
condition: op = "+"
template: |
( a + b )
- name: subtract
description: Do subtraction
condition: op = "-"
template: |
( a - b )
- name: multiply
description: Do multiplication
condition: op = "*"
template: |
( a * b )
- name: divide
description: Do division
condition: op = "/"
template: |
(
$assert( b != 0, "division by zero is not allowed");
a / b
)
`

Getting started

- npm install @rudderstack/workflow-engine

`js
import { WorkflowEngineFactory } from '@rudderstack/workflow-engine';
const workflowEngine = WorkflowEngineFactory.createFromFilePath('workflow.yaml', options);
workflowEngine.execute(input);
`

Features

$3

Users should be able to express the destination transformation logic as a series of steps in a YAML file as a workflow. Steps can be written as template base languages.

$3

Supports importing of external functions and data using bindings.

#### Workflow Bindings

- Bindings are similar to imports, which allow importing of externally defined functions and data to the workflow.
- Types
- Type 1: Import a specific field from a file.
`yaml
name: EventType
path: ./config
`
- EventType is defined in ./config file then it will be imported as $EventType
- Type 2: Import everything from a file as something.
`yaml
name: MappingData
path: ./mapping
exportAll: true
`
- Everything from ./mapping file will be imported to the variable MappingData
- If something1 and something2 are defined in ./mapping then we need to access them using $MappingData.something1 and $MappingData.something2
- Type 3: Import everything as it is defined in the file
`yaml
path: ./utils
`
- Everything from ./utils file will be imported with the same names.
- If something1 and something2 are defined in ./utils then we need to access them using $something1 and $something2
- Full example:
`yaml
bindings:
- name: EventType
path: ./config
- name: MappingData
path: ./mapping
exportAll: true
- path: ./utils
`
- These are user-specified bindings while defining the workflow.

#### Platform bindings

- The platform provides these bindings, which can be used directly without defining them in the bindings block.
- We will soon release detailed documentation on these bindings.

#### Execution bindings

- $outputs: Provides access to the outputs of the previous steps executed before the current step.
`yaml
steps:
- name: step1
template: |
{
"a": something
}
- name: step2
template: |
{
"b": $doSomething($outputs.step1.a)
}
`
- Step2 uses the output of step1.
- Workflow Engine automatically bindings step outputs to the $outputs variable.
- $setContext: It is a function to store any data in $context and use it later. $outputs are read-only variables for users to refer to the previous step outputs, so we can’t use them to pass a modifiable result. So if we want to update the same variable in multiple steps, then *$setContext\\* should be used.
- Example:
`yaml
steps:
- name: setAForCase1
condition: $isCase1(message)
template: |
$setContext("a", something1)
- name: setAForCase2
condition: $isCase2(message)
template: |
$setContext("a", something2)
- name: updateA
template: |
$setContext("a", $updateA($context.a))
- name: useA
template: |
$doSomething($context.a)
`
- In this example, we update the variable repeatedly in several steps, so it is impossible to use $outputs.
- A practical scenario for this feature is: that we want to populate an object differently based on some conditions and later use it.
- $context: To access variables set using $setContext function. Please refer to the above example for clarity.

$3

- Steps are the main execution blocks of the workflow.
- Steps must contain a name to track outputs.
- Steps can contain an optional description field to describe the details.
- The step can contain an optional condition field to execute only if the condition is satisfied.
- The step can contain an optional inputTemplate field to customize the input, which will be passed while executing the step.
- There are two different types of steps supported:
- SimpleStep
- WorkflowStep

$3

- A step in a workflow can mention an optional condition so that it gets executed only when the condition is satisfied.
- Condition is also a Jsonata code.
`yaml
steps:
- name: commonValidation
template: |
( common validations for events )
- name: ValidateInputOfTrackEvent
condition: message.type = EventType.Track
template: |
( some validations specific to track events)
`

$3

- By default, all steps receive the same input as the workflow input, but when we want to modify the input before executing the step, we can use this feature.
`yaml
steps:
- name: step1
(some logic ...)
- name: step2
inputTemplate: |
(customize the input)
- name: step3
(some logic ...)
`
- In the above example: step1 and step3 will be executed with the workflow’s input, but the step2 receives custom input as defined in the inputTemplate

$3

- By default, all steps receive the current context, but we can use this feature when we want to modify the context before executing the step. This is useful when using external workflows, workflow steps, or template paths.
`yaml
steps:
- name: step1
(some logic to prepareContext)
- name: step2
contextTemplate: |
(customize the context for step2)
(some logic ...)
- name: step3
(some logic ...)
`
- In the above example: step 3 will execute with the context prepared in step 1, but step 2 receives custom context as defined in the contextTemplate.

$3

- We can use this feature when the input is an array, and we want to execute the step logic for each element independently.
- This is mainly used for batch processing, and we report failed and successful executions without failing the step if an error occurs while processing a particular step.
`yaml
name: executeForEach
loopOverInput: true
template: |
( do something )
`
- If the input for the step is [e1, e2, e3], then the step will be executed for all elements independently, and imagine that it failed for e1 and succeeded for e2 and e3 then, the overall step output will be the following:
`json
[
{
"error": someErrorForE1
},
{
"output": someOutputForE2
},
{
"output": someOutputForE3
}
]
`

$3

- When the step is completed, the next step will be executed, but if we want to exit the workflow with the output of a particular step, then we can use this.
- This feature should be used only in a conditional step.
- Example 1: Avoid reprocessing, so return without modifying the input message.
`yaml
steps:
- name: checkIfProcessed
condition: message.processed = true
template: |
message
onComplete: return
- name: processMessage
template: |
(...)
`
- In the above example, we don’t want to reprocess messages, so we need to return them immediately if they are already processed.
- Example 2: Return early after processing the input message.

`yaml
steps:
- name: step1
template: |
(doSomeProcessing)
- name: step2
condition: someCondition
template: |
(doSomeProcessing)
onComplete: return
- name: step3
template: |
(doSomeProcessing)
`

- In this example, we want to return early after successfully processing the message in step2 since this step is conditional, and if the condition is not satisfied, then step3 will be executed.

$3

- By default, if any step fails, then the entire workflow fails but if the step uses OnError: continue setting, then the workflow will ignore the error and continue with execution.
`yaml
steps:
- name: step1
template: |
(doSomeProcessing)
- name: step2
template: |
(doSomeProcessing)
onError: continue
- name: step3
template: |
(doSomeProcessing)
`
- In the above example, if any error occurs in either step1 or step3, the workflow will exit immediately, but when step2 fails, the workflow ignores the error and continues to execute step3.

$3

When you may want finer control on how workflow steps needs to executed by workflow engine then you can use this feature. You need to implement WorkflowExecutor and use it in following ways to override the default workflow executor.

#### Specify directly in YAML

`yaml
executor: myCustomWorkflowExecutor
bindings:
- name: myCustomWorkflowExecutor
path: ./custom_executor
steps:
- name: step1
template: |
doSomething
`

Refer this example for more details.

#### Specify using workflow options

`ts
WorkflowEngineFactory.createFromFilePath('workflow.yaml', {
executor: myCustomWorkflowExecutor,
});
`

$3

When you want to implement custom logic to resolve the bindings then you can use this feature. You need to implement WorkflowBindingProvider.

`ts
WorkflowEngineFactory.createFromFilePath('workflow.yaml', {
bindingProvider: myCustomBindingsProvider,
});
`

Steps

$3

- Simple step is the basic unit of execution in the workflow.
- A simple step can be a function that is defined in the Bindings.

`yaml
bindings:
- name: **processTrackEvent
path: ./transform # actual file name is transform.js**
steps:
- name: processTrackEvent
functionName: processTrackEvent
`

- We can omit .js extension while defining the bindings.
- processTrackEvent must have the following definition.

`ts
(input: any, bindings: Record) => {
error?: any,
output?: any
}
`

- A simple step can be a JSONata template.
`yaml
name: processTrackEvent
template: |
(JSONata template to process track events)**
`
- The template also can be imported from the file path.
`yaml
name: processTrackEvent
templatePath: ./trackTemplate.yaml
`
- We can use an external workflow in a simple step.
`yaml
steps:
- name: prepareContext
template: $setContext("batchMode", true)
- name: transform
**externalWorkflow:
path: ./pinterest_tag_single_workflow.yaml**
loopOverInput: true
`
- We are reusing the single event workflow in the batch events transformation workflow.
- The external workflow will be executed as a black box, so we can only access the final output of the workflow but not the individual outputs of steps.
- The external workflow is executed with step input and context of the original workflow.
- The context of the parent workflow is passed to the child workflow (externalWorkflow) but not vice-versa. This is helpful to customize the child workflow execution based on where it is used.
- The external workflow doesn’t have access to the parent workflow outputs.

$3

- Series of simple steps.
`yaml
steps:
- name: category
template: |
(compute category)
- name: ecom
condition: $outputs.category = "ecom"
steps:
- name: validateInput
description: Common validation for all ECom pages
template: |
(assert everything is fine)
- name: page
template: |
(compute page using $outputs.category)
- name: processSearchPage
condition: $outputs.ecom.page = "search"
template: |
(search page template)
- name: processDetailPage
condition: $outputs.ecom.page = "detail"
template: |
(detail page template)
- name: processCartPage
condition: $outputs.ecom.page = "cart"
template: |
(cart page template)
`
- We can access outputs of previous steps normally like $outputs.category.
- To access outputs of the child steps of the workflowStep, we need to use $outputs.workflowStepName.childStepName, for example: $outputs.ecom.page.
- The outputs of the child steps are not available outside the workflow step.
- The last successfully executed child step’s output will become the output of the workflow step, and we can only access that outside the workflow step as $output.workflowStepName, for example, $output.ecom.
- Currently, we don’t support nested workflow steps.
- Workflow Step can be imported from a file.
`yaml
steps:
- name: processECommerace
workflowStepPath: ./ecomWorkflow.yaml
`
- Supports additional Bindings
`yaml
bindings:
- name: commonBinding
path: ./bindings
steps:
- name: processECommerace
bindings:
- name: stepBinding
path: ./workflow_step_bindings
steps:
- name: validateInput
description: Common validation for all ECom pages
template: |
(assert with $commonBinding)
- name: page
template: |
(compute page using $workflowBinding)
- name: processSearchPage
condition: $outputs.ecom.page = "search"
template: |
(search page template)
`
- In the above example: processECommerace step is the workflow step and importing additional bindings. Both workflow’s (commonBinding) and step’s (stepBinding) bindings are available to the workflow step.

$3

This helps to batch the inputs using filter and by length or size. We can also define our own batching by implementing BatchExecutor interface.

#### Syntax

`yaml
steps:
- name: batchStep
type: batch
batches:
- key: heroes
filter: .type === "hero"
length: 5
- key: villains
filter: .type === "villain"
size: 100
`

Here we are using keys (heroes or villains) to indicate batches and these will be reflected in the output for further processing.

#### Custom Batch Executor

Refer this example.

$3

When you want to bring your own steps to workflows then you use this feature.

#### Using Executor

When your custom step doesn't require initialization specific to workflow then you can directly a provide executor instance in bindings by implementing CustomStepExecutor.

Refer this example.

#### Using Provider

When your custom step requires initialization with custom params then you can pass a provider in bindings by implementing CustomStepExecutorProvider.

Refer this example.

Testing

#### Test Scenarios using Jest

- npm run jest:scenarios -- --scenarios=
- Example: npm run jest:scenarios -- --scenarios=basic_workflow,to_array

#### Manually Test Scenario

- npm run test:scenario -- -s -i
- Example: npm run test:scenario -- -s outputs -i 1
- Note: It just run the test case and produces results but won't run any validations of the results.

Contribute

We would love to see you contribute to RudderStack. Get more information on how to contribute here.

License

The RudderStack rudder-workflow-engine` is released under the MIT License.