01 · Challenge
Repetitive first-contact work
Support agents needed to connect incoming marketplace conversations with order information and repeat the same code-delivery step.
Marketplace automation case study
Customer support.Less routine.
A production workflow that connects marketplace chats with order data, delivers an order-linking code on the first customer message, and avoids repetitive manual replies.
Interactive workflow demo
C
Customer chat
connected
Representative interaction: the automated code is sent once for the chat, while subsequent messages are left for normal support handling.
- Practical outcome
- First-contact code delivery without repeated manual replies.
- Built as
- Backend service · API integration
- Focus
- Customer support automation
Project overview
A narrow business problem, automated end to end
The system was built around a specific marketplace support workflow: keep order data synchronized, detect a customer’s first chat message, and send the corresponding linking code without staff repeating the same action manually.
02 · Solution
Order-aware chat automation
The service monitors chats, matches the interaction to available order data and sends the order-linking code only once.
03 · Result
Less routine intervention
The repeated first-message workflow is handled automatically while logging and pending processing keep the integration traceable.
Workflow
How the automation works
The interaction stays deliberately simple: synchronize order data, react to the first relevant chat event, then prevent duplicate automated replies.
01
Monitor orders & chats
The service periodically synchronizes marketplace order data and checks incoming customer conversations.
02
Resolve and send the code
When the first customer message arrives, the workflow uses the available order data to return the appropriate linking code.
03
Prevent duplicate automation
Later messages do not trigger the same automated code again, keeping the conversation free from repeated bot replies.
Capabilities
Built for a production workflow
The implementation includes the operational pieces needed to keep the integration useful beyond a one-off script.
Order synchronization
Regular synchronization with the marketplace API keeps relevant order data available to the workflow.
Chat monitoring
Incoming buyer messages are monitored so the first-message event can be processed automatically.
One-time code delivery
The linking code is issued once rather than repeated across every follow-up message.
Pending processing
If order data is not yet available, the workflow can defer handling until the required information arrives.
Action logging
Message processing and issued codes are logged to make the integration easier to inspect and operate.
Persistent storage
Order and processing state is persisted in a database instead of relying on temporary in-memory state.
Technology
Implementation stack
A compact backend stack focused on reliability, API coordination and persistent workflow state.
Execution modesDesigned to support continuous daemon-style operation or periodic execution.
Marketplace integrationOrder and support workflow integrated with Wildberries API data used by the seller operation.
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