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Data Integration

Downstream systems hear about changes the moment they matter

Change detection emits events at field level. Subscribers receive only the changes they care about, coalesced so a burst of edits becomes one delivery.

Walk through it All capabilities

How it works

Emit changes and watch them route

Emit field changes for two products. Adjust the coalescing window to see raw events combine into fewer deliveries, each routed only to subscribers of those fields.

EMIT CHANGES (1.5 s apart)

0 raw events → 0 deliveries

Outbound deliveriesRouted by subscribed fields
  • No changes yet. Emit an event to see routing.

The capability

From nightly batch to change-driven flow

Nightly full exports keep systems a day behind and move far more data than changed. Polling APIs waste capacity. Neither tells a downstream system what actually changed.

Autonera detects changes at attribute level and publishes events with the entity, fields and new values. Subscriptions define which fields each consumer cares about, so ERP hears about weight and unit changes while the storefront hears about content. Bursts of edits within a window are coalesced into one delivery to avoid flooding consumers.

Webhooks, queues and schedules can be combined: urgent fields can be pushed immediately while bulk changes are delivered on a schedule. Delivery attempts, failures and retries are monitored, and replay is handled by Integration Replay & Reconciliation.

Problems it solves

Where this work usually breaks down

  1. 01

    Systems a day behind

    Nightly batches delay corrections that customers see immediately.

  2. 02

    Full exports for small changes

    Thousands of records move because one attribute changed.

  3. 03

    Event storms

    Each keystroke in a bulk edit triggers its own downstream update.

  4. 04

    Invisible delivery failures

    Webhook errors go unnoticed until data diverges.

Functional capabilities

What Event-Driven Integration & Change Detection includes

Field-level change detection
Emit events identifying the entity, changed fields and values.
Subscriptions
Let each consumer subscribe to entities, fields and conditions.
Coalescing
Combine bursts of changes into a single delivery per window.
Webhooks and queues
Deliver events by webhook or message queue with authentication.
Schedules
Combine immediate and scheduled incremental delivery.
Delivery monitoring
Track attempts, failures and latency per subscriber.

In industrial operations

A motor manufacturer keeps ERP, storefront and search current

A nightly export updated every system with 180,000 records even when a few hundred had changed.

  1. Subscriptions are defined per system and field.
  2. Content changes push to the storefront within the window.
  3. Weight and unit changes route to ERP.
  4. Failures are monitored and retried.

Result: Each system receives the changes relevant to it, when they happen.

Autonomous operations

How autonomous execution changes event-driven integration & change detection

Agents watch delivery health and adapt schedules within policy, escalating persistent failures to integration owners.

Agents carry out

  • Monitor delivery latency and errors
  • Retry transient failures
  • Detect subscribers falling behind
  • Summarize changes per consumer

People decide

  • Define subscriptions
  • Approve new consumers
  • Decide urgent versus scheduled fields

Evidence recorded

  • Event log per consumer
  • Delivery attempts and outcomes
  • Subscription changes

Related capabilities

Works alongside

Feature guide

Integration Replay & Reconciliation

Idempotent replay of failed messages and source-to-target reconciliation.

Feature guide

ERP Integration

Field-level ownership between ERP and Autonera, with mapped, monitored synchronization.

Feature guide

Ecommerce Integration

Products, variants and categories synchronized with field-level ownership.

Feature guide

APIs, Connectors & Extensibility

Scoped API credentials, connectors, webhooks and governed extensions.

Capability area

Data Integration

See where Event-Driven Integration & Change Detection fits in the wider Data Integration capability.

Buyer FAQs

Questions evaluators ask

Are events emitted for every field?

Change detection covers attributes, relationships and assets. Subscriptions decide which events each consumer receives.

How are webhooks secured?

Webhook authentication methods are confirmed during evaluation; signed payloads and credentials scoped per consumer are typical requirements.

What if a consumer is down?

Deliveries are retried and failures are visible. Replay and reconciliation recover missed changes.

Can we still run batch exports?

Yes. Scheduled incremental and full exports can run alongside events.

Is event ordering guaranteed?

Ordering guarantees depend on transport and configuration and are confirmed during evaluation.

Your next step

See Event-Driven Integration & Change Detection on data like yours.

Bring a real file, catalog or record set. We will walk through how Autonera would handle it and where your team keeps the final say.

Book a Demo