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Status Submitted
Workspace Targetprocess
Categories Other Integrations
Created by Guest
Created on Jun 5, 2026

“near real time” data extract via event publishing to external webhook


Amex's reporting team is looking for "near real time" data extract via event publishing to an external webhook. Below are the list of requirements: 

What constitutes a "data change" from a business perspective:

A data change refers to any update to an existing record, including modifications to derived fields within Apptio, such as Month, Date, or other calculated attributes. Any such update is considered a change in data value, and we would like these changes to be propagated to downstream systems through an API-driven update feed (Webhook).

The expected near real-time latency requirements:

The expected latency for near real-time processing is typically between 2 to 5 minutes.

The business use cases that cannot be met with scheduled API-based extracts:

Our current extraction process retrieves data from the API on an hourly basis, which is sufficient for standard reporting use cases. However, this specific requirement calls for a Change Data Capture (CDC) mechanism where Apptio proactively pushes change notifications via a Webhook to a messaging queue (Pub/Sub). We will consume these events in near real-time and perform downstream processing accordingly. This requirement cannot be effectively addressed through periodic scheduled API extracts alone.

Idea priority High
  • Guest
    Jun 19, 2026

    From Eric Theriault, 

    Automation rules are not ideal for this use-case — specifically, it is possible for things to be dropped or missed for a variety of reasons, requiring further reconciliation, and I don’t think this is a fair use of the platform.  Webhooks would be a viable alternative,  however, this can yield to duplicate requests and also not have guaranteed deliver so for this use-case, it may not be ideal.

     Automation Rules Best Practices

    The Streaming API has a default connection timeout of 10 minutes, and the underlying queries have a 30-second timeout. Two implications for their design:

    The query filter must be simple enough to complete within the 30-second query guardrail.

    The integration should estimate the volume it intends to pull and split the work into batches/pages rather than attempting a single large fetch. For data sets in the millions of records, chunked retrieval is required, not optional.

    For their reference while building, the common REST API failure modes and fixes are documented here: https://www.ibm.com/docs/en/targetprocess/tp-dev-hub/saas?topic=v2-troubleshooting-rest-api-issues .

  • Guest
    Jun 10, 2026

    Original email from Arindam

    Hello Kathy,

    Sorry for the delay in responding to your email.

    We have a use case that requires fetching data from the ATP V1/V2 endpoints for a given entity whenever a change is detected in the source data, including any derived fields. We are looking for a webhook-based mechanism that can capture these changes and publish corresponding events to a Pub/Sub topic. Our downstream process will consume these events and update the warehouse tables accordingly.

    The objective is to enable near real-time (NRT) refreshes of destination datasets, ensuring that downstream consumers always have access to the latest data for financial planning and reporting purposes.

    Please let me know if you have any questions. Thank you.

    Best Regards,
    ARINDAM BHATTACHARJEE (HE/HIM)

    SR. MANAGER - DATA ENGINEERING

    TECHNOLOGY BUSINESS ENABLEMENT (TBE)

    AMERICAN EXPRESS
    M: +91-8272971344 |  E: arindam.bhattacharjee@aexp.com