Sandbox Utility Functions
Complete reference for built-in JavaScript utility functions available in custom integrations, actions, triggers, and workflow code nodes
Overview
When writing JavaScript code for integrations, actions, triggers, or workflow code nodes, you have access to a set of built-in utility functions. These functions run in a secure sandboxed JavaScript environment that provides essential capabilities without requiring external libraries.
What is the Sandbox?
The sandbox is a secure, isolated JavaScript execution environment that:
- Runs untrusted code safely - Memory-limited and timeout-enforced execution
- Provides essential utilities - HTTP requests, data conversions, cryptography
- Prevents security risks - No file system access, no dangerous globals like
evalorprocess - Requires no dependencies - No npm packages or external imports needed
Where These Utilities Are Available
The sandbox utilities are available in:
- Custom integration actions - Code that interacts with external APIs
- Custom integration triggers - Code that monitors for events
- Authentication flows - OAuth and API key validation code
- Workflow code nodes - Custom JavaScript in workflow automations. For Python, see the Code node page.
HTTP & Networking
ld.request()
Make HTTP requests to external APIs with automatic JSON handling and error management.
Parameters:
{
method: string; // HTTP method: 'GET', 'POST', 'PUT', 'PATCH', 'DELETE'
url: string; // Full URL to request
headers?: object; // Request headers
params?: object; // URL query parameters
body?: object | string; // Request body (auto-stringified if object)
responseType?: string; // 'json', 'text', 'stream', or 'binary' for file downloads
preserveAuthOnRedirect?: boolean; // Keep auth headers on cross-origin redirects (default: false)
}Returns (default):
{
status: number; // HTTP status code
headers: object; // Response headers
json: any; // Response body parsed as JSON (undefined if not valid JSON)
text: string; // Response body as text
}Returns (with responseType: "stream" or "binary"):
{
status: number; // HTTP status code
headers: object; // Response headers
buffer: ArrayBuffer; // Response body as ArrayBuffer
success: boolean; // true on success
}Example: GET Request
const options = {
method: "GET",
url: "https://api.example.com/users/123",
headers: {
Authorization: `Bearer ${data.auth.access_token}`,
Accept: "application/json",
},
};
const response = await ld.request(options);
return response.json;Example: POST Request with Body
const options = {
method: "POST",
url: "https://api.example.com/tickets",
headers: {
Authorization: `Bearer ${data.auth.api_key}`,
"Content-Type": "application/json",
},
body: {
title: data.input.title,
description: data.input.description,
priority: "high",
},
};
const response = await ld.request(options);
return {
ticketId: response.json.id,
url: response.json.url,
};Example: File Download
const options = {
method: "GET",
url: `https://api.example.com/files/${data.input.fileId}/download`,
headers: {
Authorization: `Bearer ${data.auth.access_token}`,
},
responseType: "stream", // or 'binary'
};
const response = await ld.request(options);
// Convert ArrayBuffer to base64
const bytes = new Uint8Array(response.buffer);
const binaryString = String.fromCharCode(...bytes);
return {
files: {
fileName: "document.pdf",
mimeType: "application/pdf",
base64: btoa(binaryString),
},
};Example: Form Data Upload
const formData = new FormData();
formData.append("file", data.input.file.base64, data.input.file.fileName);
formData.append("description", "Uploaded via ajan");
const options = {
method: "POST",
url: "https://api.example.com/upload",
headers: {
Authorization: `Bearer ${data.auth.access_token}`,
},
body: formData,
};
const response = await ld.request(options);
return response.json;Behavior and Limits
- Request body handling: The
bodyparameter is automatically stringified if you pass an object. For theapplication/x-www-form-urlencodedcontent type, the body is automatically converted to the matching format. - 100 MB per response body: Each
ld.request()response body is capped at 100 MB. Requests that return more data fail with aResponse too largeerror, including chunked responses without aContent-Lengthheader and oversized error responses. If you need to fetch larger files, stream them to external storage such as S3 instead of returning them throughld.request(). - 150 MB per execution response: A separate cap applies to the complete response one execution returns: the returned value, its logs, and any files returned inline as base64. Larger responses fail with
Code execution result exceeded the maximum size of 150 MB. Return a smaller result from your code.In workflows, the stored node output has a lower 25 MB limit. See the Code node page. - Network restrictions: Requests to private and internal network addresses are blocked by default. If you operate a dedicated deployment that needs to reach internal endpoints, set the environment variable
URL_VALIDATION_ENABLED=false. This also applies to workflow HTTP Request nodes, MCP server URLs, and A2A requests including AgentCard URLs and redirects.
ld.awsRequest()
Make AWS SigV4-signed requests to AWS services like S3, API Gateway, or custom AWS APIs.
Parameters:
{
method: string; // HTTP method
url: string; // AWS service URL
headers?: object; // Additional headers
body?: object | string; // Request body
region: string; // AWS region (e.g., 'us-east-1')
service: string; // AWS service name (e.g., 's3', 'execute-api')
credentials: { // AWS credentials
accessKeyId: string; // AWS access key ID
secretAccessKey: string; // AWS secret access key
sessionToken?: string; // AWS session token (for temporary credentials)
}
}Example: S3 File Upload
const options = {
method: "PUT",
url: `https://my-bucket.s3.us-east-1.amazonaws.com/${data.input.fileName}`,
headers: {
"Content-Type": data.input.mimeType,
},
body: Buffer.from(data.input.file.base64, "base64"),
region: "us-east-1",
service: "s3",
credentials: {
accessKeyId: data.auth.aws_access_key_id,
secretAccessKey: data.auth.aws_secret_access_key,
},
};
const response = await ld.awsRequest(options);
return {
success: true,
url: options.url,
};Data Format Conversions
ld.csv2parquet()
Convert CSV text to Parquet format with optional compression and array support.
Parameters:
{
csvText: string; // CSV data as text
compression?: string; // 'gzip', 'snappy', 'brotli', 'lz4', 'zstd' (default), or 'uncompressed'
}Returns: { base64: string, success: boolean }
Example:
const csvText = `name,age,skills
Alice,30,"[Python,JavaScript]"
Bob,25,"[Java,Go]"`;
const result = await ld.csv2parquet(csvText, {
compression: "gzip",
});
return {
files: {
fileName: "data.parquet",
mimeType: "application/vnd.apache.parquet",
base64: result.base64,
},
};ld.parquet2csv()
Convert Parquet format to CSV text, handling List columns appropriately.
Parameters:
base64Parquet: string; // Base64-encoded Parquet fileReturns: { base64: string, success: boolean }
Example:
const parquetBase64 = data.input.parquetFile.base64;
const result = await ld.parquet2csv(parquetBase64);
return {
files: {
fileName: "data.csv",
mimeType: "text/csv",
base64: result.base64,
},
};ld.arrow2parquet()
Convert Arrow IPC Stream format to Parquet.
Parameters:
{
buffer: Buffer; // Arrow IPC Stream buffer
compression?: string; // Compression type (same as csv2parquet)
}Returns: Base64-encoded Parquet file
Example:
const arrowBuffer = Buffer.from(data.input.arrowFile.base64, "base64");
const parquetBase64 = await ld.arrow2parquet(arrowBuffer, {
compression: "snappy",
});
return {
files: {
fileName: "data.parquet",
mimeType: "application/vnd.apache.parquet",
base64: parquetBase64,
},
};ld.json2csv()
Convert JSON data to CSV format using the nodejs-polars library.
Parameters:
jsonData: Array<object>; // Array of objects to convertReturns: CSV text
Example:
const users = [
{ name: "Alice", email: "alice@example.com", age: 30 },
{ name: "Bob", email: "bob@example.com", age: 25 },
{ name: "Charlie", email: "charlie@example.com", age: 35 },
];
const csvText = await ld.json2csv(users);
return {
files: {
fileName: "users.csv",
mimeType: "text/csv",
text: csvText,
},
};Database & SQL
ld.validateSqlQuery()
Validate SQL query syntax to ensure it's non-empty and contains a single statement.
Parameters:
query: string; // SQL query to validateReturns: The trimmed query string if valid, throws error otherwise
Example:
const query = data.input.sqlQuery;
try {
ld.validateSqlQuery(query);
// Query is valid, proceed with execution
const response = await ld.request({
method: "POST",
url: "https://api.example.com/query",
headers: {
Authorization: `Bearer ${data.auth.access_token}`,
},
body: { query },
});
return response.json;
} catch (error) {
return {
error: `Invalid SQL query: ${error.message}`,
};
}ld.ensureReadOnlySqlQuery()
Enforce that a SQL query is read-only by checking its execution type.
Parameters:
query: string; // SQL query to validateReturns: The trimmed query string if read-only, throws error otherwise
Example:
const query = data.input.sqlQuery;
try {
ld.ensureReadOnlySqlQuery(query);
// Query is read-only, safe to execute
const response = await ld.request({
method: "POST",
url: `${data.auth.database_url}/query`,
headers: {
Authorization: `Bearer ${data.auth.access_token}`,
},
body: { query },
});
return response.json.results;
} catch (error) {
return {
error: "Only read-only queries (SELECT) are allowed",
};
}Cryptography
ld.signWithRS256()
Create RSA-SHA256 digital signatures, commonly used for JWT signing and OAuth flows.
Function Signature:
ld.signWithRS256(data, privateKey, options)Parameters:
data(string): Data to signprivateKey(string): PEM-formatted RSA private keyoptions(object, optional):encoding(string): Output encoding -'base64'(default) or'hex'
Returns: { signature: string } β object containing the signature in specified encoding
Example: JWT Signing
const header = {
alg: "RS256",
typ: "JWT",
};
const payload = {
iss: "your-client-id",
sub: "user@example.com",
aud: "https://api.example.com",
exp: Math.floor(Date.now() / 1000) + 3600, // 1 hour
iat: Math.floor(Date.now() / 1000),
};
const encodedHeader = btoa(JSON.stringify(header));
const encodedPayload = btoa(JSON.stringify(payload));
const signingInput = `${encodedHeader}.${encodedPayload}`;
const result = ld.signWithRS256(signingInput, data.auth.private_key, {
encoding: "base64",
});
const jwt = `${signingInput}.${result.signature}`;
// Use JWT for authentication
const response = await ld.request({
method: "POST",
url: "https://api.example.com/auth/token",
body: {
grant_type: "urn:ietf:params:oauth:grant-type:jwt-bearer",
assertion: jwt,
},
});
return response.json;Utility Functions
ld.log()
Output debugging information to the execution logs, visible below the "Test Action" button.
Parameters:
...args: any[]; // Any number of values to logExample:
ld.log("Starting ticket creation");
ld.log("Input data:", data.input);
const response = await ld.request(options);
ld.log("Response status:", response.status);
ld.log("Ticket created:", response.json);
return response.json;ld.wait()
Pause execution for a specified number of milliseconds. Useful for rate limiting or retry logic.
Parameters:
ms: number; // Milliseconds to wait (0-30000)Example:
// Retry with delay
let retries = 3;
while (retries > 0) {
const response = await ld.request(options);
if (response.status === 429) {
await ld.wait(2000); // Wait 2 seconds before retrying
retries--;
continue;
}
return response.json;
}
return { error: "Rate limit exceeded after retries" };atob() / btoa()
Base64 encoding and decoding functions, available globally without imports.
atob() - Decode base64 string to binary string btoa() - Encode binary string to base64
Example: Base64 URL Decoding
function base64UrlDecode(base64Url) {
// Convert base64url to standard base64
const base64 = base64Url.replace(/-/g, "+").replace(/_/g, "/");
return atob(base64);
}
const token = data.input.jwt_token;
const [header, payload, signature] = token.split(".");
const decodedPayload = JSON.parse(base64UrlDecode(payload));
ld.log("Token payload:", decodedPayload);
return decodedPayload;Example: Basic Authentication
const credentials = btoa(`${data.auth.username}:${data.auth.password}`);
const response = await ld.request({
method: "GET",
url: "https://api.example.com/data",
headers: {
Authorization: `Basic ${credentials}`,
},
});
return response.json;Buffer.from()
A minimal polyfill for converting between typed array formats. It accepts a single argument (an Array, Uint8Array, or ArrayBuffer) and returns a Uint8Array.
Example: Convert ArrayBuffer from ld.request()
const response = await ld.request({
method: "GET",
url: `https://api.example.com/files/${data.input.fileId}`,
headers: { Authorization: `Bearer ${data.auth.access_token}` },
responseType: "stream",
});
// Convert ArrayBuffer to Uint8Array for processing
const bytes = Buffer.from(response.buffer);Example: Base64 encode a downloaded file
// Use btoa() for base64 encoding since Buffer.toString() is not available
const binaryString = String.fromCharCode(...new Uint8Array(response.buffer));
const base64Data = btoa(binaryString);
return {
files: {
fileName: "document.pdf",
mimeType: "application/pdf",
base64: base64Data,
},
};FormData
Create multipart form data for file uploads and complex request bodies.
Example: File Upload with Metadata
const formData = new FormData();
formData.append("file", data.input.file.base64, data.input.file.fileName);
formData.append("title", data.input.title);
formData.append("category", data.input.category);
formData.append("tags", JSON.stringify(data.input.tags));
const response = await ld.request({
method: "POST",
url: "https://api.example.com/documents",
headers: {
Authorization: `Bearer ${data.auth.access_token}`,
},
body: formData,
});
return response.json;Standard JavaScript APIs
The sandbox also provides access to standard JavaScript built-ins:
JSON
JSON.stringify()- Convert objects to JSON stringsJSON.parse()- Parse JSON strings to objects
Date
new Date()- Create date objectsDate.now()- Get current timestamp- All standard Date methods
Math
Math.floor(),Math.ceil(),Math.round()Math.random(),Math.max(),Math.min()- All standard Math methods
RegExp
new RegExp()- Create regular expressions- String regex methods:
match(),replace(),test()
Array & Object
- All standard Array methods:
map(),filter(),reduce(), etc. - All standard Object methods:
keys(),values(),entries(), etc.
Example: Data Transformation
const users = data.input.users;
// Filter active users
const activeUsers = users.filter((user) => user.status === "active");
// Transform to required format
const formatted = activeUsers.map((user) => ({
id: user.id,
name: `${user.firstName} ${user.lastName}`,
email: user.email.toLowerCase(),
joinedDate: new Date(user.createdAt).toISOString().split("T")[0],
}));
// Sort by join date
formatted.sort((a, b) => new Date(b.joinedDate) - new Date(a.joinedDate));
return {
users: formatted,
total: formatted.length,
};Best Practices
Error Handling
Always wrap API calls in try-catch blocks and provide helpful error messages:
try {
const response = await ld.request(options);
return response.json;
} catch (error) {
ld.log("Error details:", error.message, error.stack);
return {
error: `Failed to fetch data: ${error.message}`,
};
}Input Validation
Validate user inputs before using them:
// Validate required fields
if (!data.input.email || !data.input.name) {
return {
error: "Missing required fields: email and name are required",
};
}
// Validate email format
const emailRegex = /^[^\s@]+@[^\s@]+\.[^\s@]+$/;
if (!emailRegex.test(data.input.email)) {
return {
error: "Invalid email format",
};
}
// Validate file type
const allowedTypes = ["application/pdf", "image/jpeg", "image/png"];
if (
data.input.file &&
!allowedTypes.includes(data.input.file.mimeType)
) {
return {
error: `Unsupported file type. Allowed: ${allowedTypes.join(", ")}`,
};
}Performance Tips
Minimize API Calls
// Bad: Multiple sequential calls
const user = await ld.request({ url: "/users/123" });
const posts = await ld.request({ url: `/users/123/posts` });
const comments = await ld.request({ url: `/users/123/comments` });
// Good: Use batch endpoints when available
const response = await ld.request({
url: "/users/123?include=posts,comments",
});Use Pagination
const allResults = [];
let page = 1;
const pageSize = 100;
while (true) {
const response = await ld.request({
url: "https://api.example.com/data",
params: {
page,
pageSize,
},
});
allResults.push(...response.json.items);
if (response.json.items.length < pageSize) {
break; // No more pages
}
page++;
}
return allResults;Security Considerations
Never Hardcode Secrets
// Bad: Hardcoded API key
const apiKey = "sk_live_abc123";
// Good: Use authentication fields
const apiKey = data.auth.api_key;Sanitize User Input
// Sanitize SQL-like input
const searchTerm = data.input.search.replace(/['"]/g, "");
// Validate URL parameters
const itemId = data.input.itemId.replace(/[^a-zA-Z0-9-_]/g, "");Handle Rate Limits
try {
const response = await ld.request(options);
return response.json;
} catch (error) {
if (error.message.includes("429") || error.message.includes("rate limit")) {
return {
error: "API rate limit exceeded. Please try again in a few minutes.",
};
}
throw error;
}Common Pitfalls
1. Not Handling Async/Await Properly
// Bad: Not awaiting promises
const response = ld.request(options); // Returns Promise, not response!
return response.json; // undefined
// Good: Always await
const response = await ld.request(options);
return response.json;2. Accessing Nested Properties Without Checks
// Bad: Can throw if user or address is undefined
const city = response.json.user.address.city;
// Good: Use optional chaining
const city = response.json?.user?.address?.city || "Unknown";3. Not Parsing JSON Strings
// Bad: Assuming string is already an object
const properties = data.input.properties; // String: '{"name":"value"}'
properties.name; // undefined
// Good: Parse JSON strings
const properties = JSON.parse(data.input.properties);
properties.name; // "value"4. Modifying Frozen Objects
// Bad: Sandbox freezes global objects
Array.prototype.customMethod = () => {}; // Error!
// Good: Create new objects
const customArray = [...originalArray];Next Steps
- Creating Custom Integrations - Build your first integration
- File Support for Actions - Handle file inputs and outputs
- Integration Agent - Get help writing integration code
- Workflow Code Node - Write custom code in workflows
FAQ
Use sandbox utility functions when building custom integrations, actions, triggers, or workflow code nodes that need common helper behavior. They can reduce boilerplate and make custom logic easier to maintain.
Check whether you are using the function in a supported context, whether the function name and arguments are correct, and whether the runtime supports the behavior you need.