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Several Sandbox APIs use an asynchronous, job-based execution model to handle large input payloads and long-running processing reliably. Instead of sending the full input data directly in the API request, these APIs use a structured workflow:
  1. Create a job to initialize processing
  2. Upload the input payload separately using a secure pre-signed url
  3. Poll the job until processing completes and the output is ready, or use webhooks to receive a completion notification
This approach improves scalability, fault tolerance, and performance, while providing clear visibility into the processing lifecycle.

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How it works

Follow these steps to use job-based APIs:
1

Submit the job

Create a job using a POST request to the workload-specific endpoint. This initializes the asynchronous workflow and returns a unique job_id and a pre-signed S3 url for uploading the input payload.Endpoint pattern
POST /:workload/:function/:sub_function
Example response
{
  "code": 200,
  "timestamp": 1767788389433,
  "data": {
    "created_at": 1767788396261,
    "updated_at": 1767788396261,
    "@entity": "in.co.sandbox.it.calculator.tax_pnl.securities.job",
    "security_type": "domestic",
    "url": "https://in-co-sbox-it-calc-tax-pnl-sec-dev.s3.ap-south-1.amazonaws.com/...",
    "status": "created",
    "job_id": "11734cbd-8f18-45ea-9eab-0717a8b3c513"
  },
  "transaction_id": "11734cbd-8f18-45ea-9eab-0717a8b3c513"
}
Response fields
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job_id
string
Unique identifier for the job. Use this to upload input data and poll job status.
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url
string
Pre-signed AWS S3 URL for uploading the input payload in the next step.
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status
string
Initial state of the job. At creation, this will always be created.
2

Upload the input payload

Upload your input payload directly to the pre-signed S3 URL returned in the previous step using a plain HTTP PUT request.
  • The upload URL is an AWS S3 pre-signed URL, not a Sandbox API endpoint
  • Do not modify the URL in any way
  • Do not send Sandbox API keys or authorization headers
  • The URL is time-bound and expires automatically (typically 24 hours)
Request requirements
  • Method: PUT
  • Headers: Content-Type (appropriate for your payload)
  • Body: Input payload (JSON, CSV, ZIP, etc.)
  • No authorization headers required
Example request
cURL
curl -X PUT 'https://in-co-sandbox-it-calculator-pnl-crypto-dev.s3.ap-south-1.amazonaws.com/...' \
     -H 'Content-Type: application/json' \
     -d @input.json
Successful response
200 OK
Once the payload is uploaded successfully, the job automatically begins processing.
3

Get job completion status

After uploading the input payload, the system processes the job asynchronously. You can poll the same endpoint using a GET request with the job_id to track progress.If you prefer not to poll, configure webhooks to receive a completion notification instead. See Webhooks. When you receive the webhook, call the same GET /:workload/:function/:sub_function/:job_id endpoint to retrieve the output URL.Endpoint pattern
GET /:workload/:function/:sub_function/:job_id
Job statuses
  • created — Job created and awaiting upload
  • queued — Job queued for processing
  • in_progress — Job is being processed
  • succeeded — Processing complete and output available
  • failed — Job failed during processing
Example response (in progress)
{
  "code": 200,
  "timestamp": 1767788517749,
  "data": {
    "created_at": 1767788396261,
    "updated_at": 1767788396261,
    "@entity": "in.co.sandbox.it.calculator.tax_pnl.securities.job",
    "security_type": "domestic",
    "status": "in_progress",
    "job_id": "11734cbd-8f18-45ea-9eab-0717a8b3c513"
  },
  "transaction_id": "1f077f3e-524f-4f96-942a-a0daf7af4f5e"
}
Example response (succeeded)
{
  "code": 200,
  "timestamp": 1767788721062,
  "data": {
    "id": "02f12d0c-e7e0-4021-943c-efcc827e6ea9",
    "created_at": 1767788696635,
    "updated_at": 1767788696635,
    "@entity": "in.co.sandbox.it.calculator.pnl.crypto.job",
    "url": "https://in-co-sandbox-it-calculator-pnl-crypto-dev.s3.ap-south-1.amazonaws.com/...",
    "status": "succeeded"
  },
  "transaction_id": "65b8a350-646b-467d-a980-01a38233d2f1"
}
When the job status is succeeded, use the url field to download the processed result.
Implement exponential backoff when polling to avoid rate limits. Start with a 2-second interval and increase gradually.

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Workflow diagram