Components Guidelines & Patterns
For a component to be accepted into the Pipedream registry, it should follow these guidelines below. These guidelines help ensure components are high quality, are intuitive for both Pipedream users and component developers to use and extend.
Questions about best practices?
Join the discussion with fellow Pipedream component developers at the #contribute channel in Slack or on Discourse.
Local Checks
When submitting pull requests, the new code will run through a series of automated checks like linting the code. If you want to run those checks locally for quicker feedback you must have pnpm installed and run the following commands at the root of the project:
-
To install all the project’s dependencies (only needed once):
pnpm install
-
To install all required dependencies:
npx pnpm install -r
-
To run the linter checks against your code (assuming that your changes are located at
components/foo
for example):npx eslint components/foo
-
Optionally, you can automatically fix any linter issues by running the following command:
npx eslint --fix components/foo
Keep in mind that not all issues can be automatically fixed by the linter since they could alter the behaviour of the code.
General
Components Should Be ES Modules
The Node.js community has started publishing
ESM-only packages that do not work with
CommonJS
modules.
This means you must import
the package. You can’t use require
.
You also cannot mix ESM with CJS. This will not work:
// ESM
import axios from "axios";
// CommonJS - this should be `export default`
module.exports = {
// ...
}
Therefore, all components should be written as ES modules:
import axios from "axios";
export default {
//...
}
You’ll need to use the .mjs
file
extension
for any components written as ES modules.
You’ll notice that many of the existing components are written as CommonJS modules. Please fix these and submit a pull request as you refactor related code. For example, if you’re developing new Spotify actions, and you notice the existing event sources use CommonJS, change them to ESM:
- Rename the file extension from
.js
to.mjs
usinggit mv
(e.g.git mv source.js source.mjs
). - Change all
require
statements toimport
s. - Change instances of
module.exports
toexport default
.
Component Scope
Create components to address specific use cases whenever possible. For example, when a user subscribes to a Github webhook to listen for “star” activity, events can be generated when users star or unstar a repository. The “New Star” source filters events for only new star activity so the user doesn’t have to.
There may be cases where it’s valuable to create a generic component that provides users with broad latitude (e.g., see the custom webhook event source for GitHub). However, as a general heuristic, we found that tightly scoped components are easier for users to understand and use.
Required Metadata
Registry components require a unique
key
and version
, and a friendly name
and description
. Action components
require a type
field to be set to action
(sources will require a type to be
set in the future).
export default {
key: "google_drive-new-shared-drive",
name: "New Shared Drive",
description: "Emits a new event any time a shared drive is created.",
version: "0.0.1",
};
Component Key Pattern
When publishing components to the Pipedream registry, the key
must be unique
across registry components and should follow the pattern:
app_name_slug
-slugified-component-name
Source keys should use past tense verbs that describe the event that
occurred (e.g., linear_app-issue-created-instant
). For action keys, use
active verbs to describe the action that will occur, (e.g.,
linear_app-create-issue
).
Versioning
When you first publish a component to the registry, set its version to 0.0.1
.
Pipedream registry components try to follow semantic versioning. From their site:
Given a version number MAJOR.MINOR.PATCH
, increment the:
MAJOR
version when you make incompatible API changes,MINOR
version when you add functionality in a backwards compatible manner, andPATCH
version when you make backwards compatible bug fixes.
When you’re developing actions locally, and you’ve incremented the version in
your account multiple times, make sure to set it to the version it should be at
in the registry prior to submitting your PR. For example, when you add an action
to the registry, the version should be 0.0.1
. If the action was at version
0.1.0
and you’ve fixed a bug, change it to 0.1.1
when committing your final
code.
Folder Structure
Registry components are organized by app in the components
directory of the
pipedreamhq/pipedream
repo.
/components
/[app-name-slug]
/[app-name-slug].app.js
/actions
/[action-name-slug]
/[action-name-slug].js
/sources
/[source-name-slug]
/[source-name-slug].js
- The name of each app folder corresponds with the name slug for each app
- The app file should be in the root of the app folder (e.g.,
/components/[app_slug]/[app_slug].app.js
) - Components for each app are organized into
/sources
and/actions
subfolders - Each component should be placed in its own subfolder (with the name of the
folder and the name of the
js
file equivalent to the slugified component name). For example, the path for the “Search Mentions” source for Twitter is/components/twitter/sources/search-mentions/search-mentions.js
. - Aside from
app_slug
, words in folder and file names are separated by dashes (-) (i.e., in kebab case)
You can explore examples in the components directory.
Using APIs vs Client Libraries
If the app has a well-supported Node.js client library, feel free to use that instead of manually constructing API requests.
package.json
Each app should have a package.json
in its root folder. If one doesn’t exist,
run npm init
in the app’s root folder and customize the file using this
package.json
as a template.
Each time you change the code for an app file, or change the dependencies for
any app component, modify the package version
.
Save any dependencies in the component app directory:
npm i --save package
npm i --save-dev package
Error-Handling and Input Validation
When you use the SDK of a popular API, the SDK might raise clear errors to the user. For example, if the user is asked to pass an email address, and that email address doesn’t validate, the library might raise that in the error message.
But other libraries will not raise clear errors. In these cases, you may need
to throw
your own custom error that wraps the error from the API / lib. See
the Airtable
components
for an example of custom error-handling and input validation.
In general, imagine you are a user troubleshooting an issue. Is the error
easy-to-understand? If not, throw
a better error.
README
files
New actions and sources should include README.md
files within the same
directory to describe how to use the action or source to users.
Here’s an example README.md
structure:
# Overview
# Example Use Cases
# Getting Started
# Troubleshooting
These sections will appear within the correponding app, source and action page, along with any subheadings and content.
Here’s an example of an app README.md
within the discord
component on the
Pipedream
registry.
That same content is rendered within the Pipedream integration page for the
Discord app.
You can add additional subheadings to each of the top level Overview
, Example Use Cases
, Getting Started
and Troubleshooting
headings:
# Overview
## Limitations
Perhaps there are some limitations about the API that users should know about.
# Example Use Cases
1. Sync data in real time
2. Automate tedious actions
3. Introduce A.I. into the workflow
# Getting Started
## Generating an API Key
Instructions on how to generate an API key from within the service's dashboard.
# Troubleshooting
## Required OAuth Scopes
Please take note, you'll need to have sufficient privileges in order to complete
authentication.
Only these three top level headings Overview
, Getting Starting
and
Troubleshooting
will appear within the corresponding App Marketplace page. All
other headings will be ignored.
Pagination
When making API requests, handle pagination to ensure all data/events are processed. Moreover, if the underlying account experiences and/or generates too much data paginating through the entire collection of records, it might cause out-of-memory or timeout issues (or both!), so as a rule of thumb the pagination logic should:
- Be encapsulated as a generator so that the component can start processing records after the very first API call. As an example, you can check the Microsoft OneDrive methods to list files.
- Accept a “next token/page/ID” whenever possible, so that API calls do not
retrieve the entire collection of records during every execution but rather
from a recent point in time. The
scanDeltaItems
generator method in the example above follows this pattern. - Persist the last page number, token or record ID right after processing, so
that following executions of the component process new records to minimize the
amount of duplicate events, execution time and delayed events. Following the
same Microsoft OneDrive example, check the
processEvent
method in this component for an example.
Capturing Sensitive Data
If users are required to enter sensitive data, always use secret props.
Promoting Reusability
App Files
App files contain components that declare the app and include prop definitions
and methods that may be reused across components. App files should adhere to the
following naming convention: [app_name_slug].app.js
. If an app file does not
exist for your app, please reach
out.
Prop Definitions
Whenever possible, reuse existing prop definitions.
If a prop definition does not exist and you are adding an app-specific prop that may be reused in future components, add it as a prop definition to the app file. Prop definitions will also be surfaced for apps the Pipedream marketplace.
Methods
Whenever possible, reuse methods defined in the app file. If you need to use an API for which a method is not defined and it may be used in future components, define a new method in the app file.
Use the JS Docs pattern for
lightweight documentation of each method in the app file. Provide a description
and define @params and @returns block tags (with default values if applicable —
e.g., [foo=bar]
). This data will both help with reusability and will be
surfaced in documentation for apps in the Pipedream marketplace. For example:
export default {
methods: {
/**
* Get the most recently liked Tweets for a user
*
* @params {Object} opts - An object representing the configuration options
* for this method
* @params {String} opts.screenName - The user's Twitter screen name (e.g.,
* `pipedream`)
* @params {String} [opts.count=200] - The maximum number of Tweets to
* return
* @params {String} [opts.tweetMode=extended] - Use the default of
* `extended` to return non-truncated Tweets
* @returns {Array} Array of most recent Tweets liked by the specified user
*/
async getLikedTweets(opts = {}) {
const { screenName, count = 200, tweetMode = "extended" } = opts;
const { data } = await this._makeRequest({
url: "https://api.twitter.com/1.1/favorites/list.json",
params: {
screen_name: screenName,
count,
tweet_mode: tweetMode,
},
});
return data;
},
},
};
Testing
Pipedream does not currently support unit tests to validate that changes to app files are backwards compatible with existing components. Therefore, if you make changes to an app file that may impact other sources, you must currently test potentially impacted components to confirm their functionality is not negatively affected. We expect to support a testing framework in the future.
Common Files (Optional)
An optional pattern to improve reusability is to use a common
module to
abstract elements that are used across to multiple components. The trade-off
with this approach is that it increases complexity for end-users who have the
option of customizing the code for components within Pipedream. When using this
approach, the general pattern is:
- The
.app.js
module contains the logic related to making the actual API calls (e.g. callingaxios.get
, encapsulate the API URL and token, etc). - The
common.js
module contains logic and structure that is not specific to any single component. Its structure is equivalent to a component, except that it doesn’t define attributes such asversion
,dedupe
,key
,name
, etc (those are specific to each component). It defines the main logic/flow and relies on calling its methods (which might not be implemented by this component) to get any necessary data that it needs. In OOP terms, it would be the equivalent of a base abstract class. - The component module of each action would inherit/extend the
common.js
component by setting additional attributes (e.g.name
,description
,key
, etc) and potentially redefining any inherited methods.
See Google Drive for an example of this pattern. When using this approach, prop definitions should still be maintained in the app file.
Please note that the name common
is just a convention and depending on each
case it might make sense to name any common module differently. For example, the
AWS
sources
contains a common
directory instead of a common.js
file, and the directory
contains several modules that are shared between different event sources.
Props
As a general rule of thumb, we should strive to only incorporate the 3-4 most relevant options from a given API as props. This is not a hard limit, but the goal is to optimize for usability. We should aim to solve specific use cases as simply as possible.
Labels
Use prop labels to customize the name of a prop or propDefinition (independent of the variable name in the code). The label should mirror the name users of an app are familiar with; i.e., it should mirror the equivalent label in the app’s UI. This applies to usage in labels, descriptions, etc. E.g., the Twitter API property for search keywords is “q”, but its label is set to “Search Term”.
Descriptions
Include a description for props if it helps the user understand what they need to do. Use Markdown as appropriate to improve the clarity of the description or instructions. When using Markdown:
- Enclose sample input values in backticks (
`
) - Refer to other props using bold by surrounding with double asterisks (*)
- Use Markdown links with descriptive text rather than displaying a full URL.
- If the description isn’t self-explanatory, link to the API docs of the relevant method to further clarify how the prop works. When the value of the prop is complex (for example, an object with many properties), link to the section of the API docs that include details on this format. Users may pass values from previous steps using expressions, so they’ll need to know how to structure the input data.
Examples:
-
The async option to select an Airtable Base is self-explanatory so includes no description:
-
The “Search Term” prop for Twitter includes a description that helps the user understand what values they can enter, with specific values highlighted using backticks and links to external content.
Optional vs Required Props
Use optional props whenever possible to minimize the input fields required to use a component.
For example, the Twitter search mentions source only requires that a user connect their account and enter a search term. The remaining fields are optional for users who want to filter the results, but they do not require any action to activate the source:
Default Values
Provide default values whenever possible. NOTE: the best default for a source doesn’t always map to the default recommended by the app. For example, Twitter defaults search results to an algorithm that balances recency and popularity. However, the best default for the use case on Pipedream is recency.
Async Options
Avoid asking users to enter ID values. Use async options (with label/value definitions) so users can make selections from a drop down menu. For example, Todoist identifies projects by numeric IDs (e.g., 12345). The async option to select a project displays the name of the project as the label, so that’s the value the user sees when interacting with the source (e.g., “My Project”). The code referencing the selection receives the numeric ID (12345).
Async options should also support pagination (so users can navigate across multiple pages of options for long lists). See Hubspot for an example of offset-based pagination. See Twitter for an example of cursor-based pagination.
Dynamic Props
Dynamic props can improve the user experience for components. They let you render props in Pipedream dynamically, based on the value of other props, and can be used to collect more specific information that can make it easier to use the component. See the Google Sheets example in the linked component API docs.
Interface & Service Props
In the interest of consistency, use the following naming patterns when defining interface and service props in source components:
Prop | Recommended Prop Variable Name |
---|---|
$.interface.http | http |
$.interface.timer | timer |
$.service.db | db |
Use getters and setters when dealing with $.service.db
to avoid potential
typos and leverage encapsulation (e.g., see the Search
Mentions
event source for Twitter).
Source Guidelines
These guidelines are specific to source development.
Webhook vs Polling Sources
Create subscription webhooks sources (vs polling sources) whenever possible. Webhook sources receive/emit events in real-time and typically use less compute time from the user’s account. Note: In some cases, it may be appropriate to support webhook and polling sources for the same event. For example, Calendly supports subscription webhooks for their premium users, but non-premium users are limited to the REST API. A webhook source can be created to emit new Calendly events for premium users, and a polling source can be created to support similar functionality for non-premium users.
Source Name
Source name should be a singular, title-cased name and should start with “New” (unless emits are not limited to new items). Name should not be slugified and should not include the app name. NOTE: Pipedream does not currently distinguish real-time event sources for end-users automatically. The current pattern to identify a real-time event source is to include “(Instant)” in the source name. E.g., “New Search Mention” or “New Submission (Instant)”.
Source Description
Enter a short description that provides more detail than the name alone. Typically starts with “Emit new”. E.g., “Emit new Tweets that matches your search criteria”.
Emit a Summary
Always emit a summary for each event. For example, the summary for each new Tweet emitted by the Search Mentions source is the content of the Tweet itself.
If no sensible summary can be identified, submit the event payload in string format as the summary.
Deduping
Use built-in deduping strategies whenever
possible (unique
, greatest
, last
) vs developing custom deduping code.
Develop custom deduping code if the existing strategies do not support the
requirements for a source.
Surfacing Test Events
In order to provide users with source events that they can immediately reference when building their workflow, we should implement 2 strategies whenever possible:
Emit Events on First Run
- Polling sources should always emit events on the first run (see the Spotify: New Playlist source as an example)
- Webhook-based sources should attempt to fetch existing events in the
deploy()
hook during source creation (see the Jotform: New Submission source)
Note – make sure to emit the most recent events (considering pagination), and limit the count to no more than 50 events.
Include a Static Sample Event
There are times where there may not be any historical events available (think about sources that emit less frequently, like “New Customer” or “New Order”, etc). In these cases, we should include a static sample event so users can see the event shape and reference it while building their workflow, even if it’s using fake data.
To achieve this, follow these steps:
- Copy the JSON output from the source’s emit (what you get from
steps.trigger.event
) and make sure to remove or scrub any sensitive or personal data (you can also copy this from the app’s API docs) - Add a new file called
test-event.mjs
in the same directory as the component source and export the JSON event viaexport default
(example) - In the source component code, make sure to import that file as
sampleEmit
(example) - And finally, export the
sampleEmit
object (example)
This will render a “Generate Test Event” button in the UI for users to emit that sample event:
Polling Sources
Default Timer Interval
As a general heuristic, set the default timer interval to 15 minutes. However, you may set a custom interval (greater or less than 15 minutes) if appropriate for the specific source. Users may also override the default value at any time.
For polling sources in the Pipedream registry, the default polling interval is set as a global config. Individual sources can access that default within the props definition:
import { DEFAULT_POLLING_SOURCE_TIMER_INTERVAL } from "@pipedream/platform";
export default {
props: {
timer: {
type: "$.interface.timer",
default: {
intervalSeconds: DEFAULT_POLLING_SOURCE_TIMER_INTERVAL,
},
},
},
// rest of component...
}
Rate Limit Optimization
When building a polling source, cache the most recently processed ID or
timestamp using $.service.db
whenever the API accepts a since_id
or “since
timestamp” (or equivalent). Some apps (e.g., Github) do not count requests that
do not return new results against a user’s API quota.
If the service has a well-supported Node.js client library, it’ll often build in retries for issues like rate limits, so using the client lib (when available) should be preferred. In the absence of that, Bottleneck can be useful for managing rate limits. 429s should be handled with exponential backoff (instead of just letting the error bubble up).
Webhook Sources
Hooks
Hooks are methods that are automatically invoked by
Pipedream at different stages of the component
lifecycle. Webhook subscriptions are
typically created when components are instantiated or activated via the
activate()
hook, and deleted when components are deactivated or deleted via
the deactivate()
hook.
Helper Methods
Whenever possible, create methods in the app file to manage creating and deleting webhook subscriptions.
Description | Method Name |
---|---|
Method to create a webhook subscription | createHook() |
Method to delete a webhook subscription | deleteHook() |
Storing the 3rd Party Webhook ID
After subscribing to a webhook, save the ID for the hook returned by the 3rd
party service to the $.service.db
for a source using the key hookId
. This ID
will be referenced when managing or deleting the webhook. Note: some apps may
not return a unique ID for the registered webhook (e.g., Jotform).
Signature Validation
Subscription webhook components should always validate the incoming event signature if the source app supports it.
Shared Secrets
If the source app supports shared secrets, implement support transparent to the
end user. Generate and use a GUID for the shared secret value, save it to a
$.service.db
key, and use the saved value to validate incoming events.
Action Guidelines
Action Name
Like source name, action name should be a singular, title-cased name, should not be slugified, and should not include the app name.
As a general pattern, articles are not included in the action name. For example, instead of “Create a Post”, use “Create Post”.
Use @pipedream/platform
axios for all HTTP Requests
By default, the standard axios
package doesn’t return useful debugging data to
the user when it throw
s errors on HTTP 4XX and 5XX status codes. This makes it
hard for the user to troubleshoot the issue.
Instead, use @pipedream/platform
axios.
Return JavaScript Objects
When you return
data from an action, it’s exposed as a step
export for users to reference in future steps
of their workflow. Return JavaScript objects in all cases, unless there’s a
specific reason not to.
For example, some APIs return XML responses. If you return XML from the step, it’s harder for users to parse and reference in future steps. Convert the XML to a JavaScript object, and return that, instead.
”List” Actions
Return an Array of Objects
To simplify using results from “list”/“search” actions in future steps of a workflow, return an array of the items being listed rather than an object with a nested array. See this example for Airtable.
Handle Pagination
For actions that return a list of items, the common use case is to retrieve all items. Handle pagination within the action to remove the complexity of needing to paginate from users. We may revisit this in the future and expose the pagination / offset params directly to the user.
In some cases, it may be appropriate to limit the number of API requests made or
records returned in an action. For example, some Twitter actions optionally
limit the number of API requests that are made per execution (using a
maxRequests
prop)
to avoid exceeding Twitter’s rate limits. See the Airtable
components
for an example of using a maxRecords
prop to optionally limit the maximum
number of records to return.
Use $.summary
to Summarize What Happened
Describe what happened when an action succeeds by following these guidelines:
- Use plain language and provide helpful and contextually relevant information (especially the count of items)
- Whenever possible, use names and titles instead of IDs
- Basic structure: Successfully [action performed (like added, removed, updated)] “[relevant destination]”
Don’t Export Data You Know Will Be Large
Browsers can crash when users load large exports (many MBs of data). When you
know the content being returned is likely to be large – e.g. files — don’t
export the full content. Consider writing the data to the /tmp
directory and
exporting a reference to the file.
Database Components
Pipedream supports a special category of apps called “databases”, such as MySQL, PostgreSQL, Snowflake, etc. Components tied to these apps offer unique features as long as they comply with some requirements. The most important features are:
- A built-in SQL editor that allows users to input a SQL query to be run against their DB
- Proxied execution of commands against a DB, which guarantees that such requests are always being made from the same range of static IPs (see the shared static IPs docs)
When dealing with database components, the Pipedream runtime performs certain
actions internally to make these features work. For this reason, these
components must implement specific interfaces that allows the runtime to
properly interact with their code. These interfaces are usually defined in the
@pipedream/platform
package.
SQL Editor
This code editor is rendered specifically for props of type sql
, and it uses
(whenever possible) the underlying’s database schema information to provide
auto-complete suggestions. Each database engine not only has its own SQL
dialect, but also its own way of inspecting the schemas and table information it
stores. For this reason, each app file must implement the logic that’s
applicable to the target engine.
To support the schema retrieval, the app file must implement a method called
getSchema
that takes no parameters, and returns a data structure with a format
like this:
{
users: { // The entries at the root correspond to table names
metadata: {
rowCount: 100,
},
schema: {
id: { // The entries under `schema` correspond to column names
columnDefault: null,
dataType: "number",
isNullable: false,
tableSchema: "public",
},
email: {
columnDefault: null,
dataType: "varchar",
isNullable: false,
tableSchema: "public",
},
dateOfBirth: {
columnDefault: null,
dataType: "varchar",
isNullable: true,
tableSchema: "public",
},
},
},
}
The
lib/sql-prop.ts
file in the @pipedream/platform
package define the schema format and the
signature of the getSchema
method. You can also check out existing examples in
the
MySQL,
PostgreSQL
and
Snowflake
components.
Shared Static IPs
When a user runs a SQL query against a database, the request is proxied through a separate internal service that’s guaranteed to always use the same range of static IPs when making outbound requests. This is important for users that have their databases protected behind a firewall, as they can whitelist these IPs to allow Pipedream components to access their databases.
To make this work, the app file must implement the interface defined in the
lib/sql-proxy.ts
file in the @pipedream/platform
package. This interface defines the following
methods:
getClientConfiguration
: This method takes no parameters and returns an object that can be fed directly to the database’s client library to initialize/establish a connection to the database. This guarantees that both the component and the proxy service use the same connection settings, so make sure the component uses this method when initializing the client.executeQuery
: This method takes a query object and returns the result of executing the query against the database. The Pipedream runtime will replace this method with a call to the proxy service, so every component must make use of this method in order to support this feature.proxyAdapter
: This method allows the proxy service to take the arguments passed to theexecuteQuery
method and transform them into a “generic” query object that the service can then use. The expected format looks something like this:{ query: "SELECT * FROM users WHERE id = ?", params: [42], }
You can check out these example pull requests that allowed components to support this proxy feature: