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API Integration Design & Error Handling Architect
by Shandra
Designs reliable API integrations with request validation, contract mapping, retries, timeout policies, idempotency, rate-limit protection, token refresh, dead-letter handling, monitoring, and recovery plans.
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You say
Design an API integration between Shopify paid orders and our ERP.
Context:
- Shopify is the source of truth for order creation and payment status.
- The ERP is used for fulfillment and accounting.
- We need to sync paid orders, customers, line items, shipping address, tax, currency, and payment status.
- We are worried about duplicate orders, webhook retries, missing SKU mappings, ERP timeouts, rate limits, and partial failures.
Please include:
- integration architecture
- data contract
- field mapping approach
- request validation
- response validation
- retry and backoff policy
- idempotency strategy
- rate-limit protection
- dead-letter handling
- monitoring and alerting
- testing matrix
- runbook notes
Your agent does
=== API INTEGRATION DESIGN & ERROR HANDLING BLUEPRINT ===
Business process: Sync paid Shopify orders into the ERP for fulfillment and accounting.
Systems integrated:
- Source: Shopify
- Target: ERP
Source of truth: Shopify is the source of truth for order creation and payment status. The ERP is the source of truth for fulfillment and accounting processing after successful sync.
Integration architecture:
- Shopify order-paid webhook.
- Webhook signature validation.
- Event ID capture.
- Payload validation.
- Order transformation.
- ERP customer lookup or create.
- ERP order create.
- Idempotency and state store.
- Dead-letter handling.
- Monitoring and reconciliation report.
Data contract: Required source fields:
- Shopify order ID
- customer ID or customer email
- line items
- variant IDs or SKUs
- quantity
- price
- currency
- payment status
- shipping address
Required target fields:
- ERP customer reference
- ERP order lines
- ERP item ID or SKU
- quantity
- price
- tax
- shipping method
- payment status
Request validation: Reject or route to review if:
- Shopify order ID is missing
- payment status is not paid
- line items are empty
- SKU mapping is missing
- currency is unsupported
- shipping address is incomplete
- tax mapping cannot be determined
Response validation: Confirm that:
- ERP customer reference is returned
- ERP order ID is returned
- order status is accepted or created
- line item count matches expected count
- no partial success warning is present
Idempotency strategy: Use Shopify order ID plus operation type as the idempotency key.
Duplicate behavior: If the ERP order already exists, do not create another order. Update sync status and append an audit note.
Retry policy: Retry timeouts, 429 responses, and selected 5xx responses with exponential backoff and jitter. Do not retry validation failures, missing SKU mappings, permission errors, or malformed requests.
Rate-limit protection: Queue order sync jobs and throttle ERP requests according to provider limits. Alert if queue depth grows or repeated rate-limit responses occur.
Dead-letter handling: Route failed orders to a review queue with:
- Shopify order ID
- correlation ID
- failed step
- error category
- safe error message
- retry count
- recommended action
- replay allowed flag
Monitoring: Track:
- orders received
- orders synced
- orders failed
- duplicate orders prevented
- retry count
- ERP latency
- dead-letter count
- SKU mapping failures
- reconciliation mismatches
Testing matrix:
- valid paid order
- missing SKU mapping
- unsupported currency
- duplicate webhook event
- ERP timeout before response
- ERP timeout after accepting request
- ERP validation error
- rate-limit response
- partial customer created but order failed
- replay from dead-letter
- reconciliation report detects unsynced paid order
Runbook notes:
- integration owner must review dead-letter items daily during pilot
- failed SKU mappings should be assigned to operations or catalog owner
- replay is allowed only after idempotency key and ERP order status are checked
- production rollout should begin with a limited-volume pilot
What you get
About this skill
API Integration Design & Error Handling Architect helps developers, automation engineers, SaaS teams, integration agencies, technical consultants, and companies connecting many business systems design robust API integrations between CRMs, ERPs, Shopify, HubSpot, Stripe, Airtable, Slack, Notion, Google Sheets, internal tools, and other SaaS platforms.
Many enterprise automations depend on external APIs, but fragile integrations often fail because they do not properly handle malformed requests, missing fields, schema changes, authentication errors, expired tokens, permission failures, timeouts, incomplete responses, rate limits, webhook retries, duplicate requests, partial completion, and downstream system failures.
This skill creates defensive API integration architectures with request validation, response validation, field mapping, schema and contract mapping, authentication planning, token refresh logic, timeout policies, retry and exponential backoff strategies, rate-limit protection, idempotency keys, error classification, ambiguous response handling, dead-letter queues, webhook reliability patterns, monitoring, alerting, testing matrices, runbooks, and remediation tickets.
It is ideal for building integrations between CRMs, ERPs, ecommerce platforms, payment systems, support platforms, internal databases, workflow automation tools, communication platforms, productivity systems, and reporting tools.
The skill is designed to transform fragile API flows into reliable, observable, recoverable, enterprise-grade integrations that reduce operational risk, prevent data loss, avoid duplicate records, support safe retries, and make integration failures easier to diagnose and recover from.
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Creator
28+ total installs · 121 skills on Agensi
Shandra is a top-ranked AI prompt creator and premium agent skill builder with an established track record in the AI marketplace. She is recognized as a #1 Top Seller on PromptBase, where she has built a trusted catalog of specialized AI prompts and agent skills for creators, entrepreneurs, educators, marketers, digital product sellers, and business professionals. With over 3,500 AI products published, more than 3,400 sales, and 1,000+ five-star reviews, Shandra has become known for creating practical, polished, and commercially useful AI resources that help users save time, organize complex ideas, generate high-quality content, build digital products, and transform creative concepts into actionable workflows. Her Agensi store focuses on premium, ready-to-use agent skills designed for real-world productivity. Each skill is developed with clear instructions, structured workflows, professional formatting, practical use cases, setup guidance, examples, edge-case handling, and a strong emphasis on usability. Her work combines creative strategy, prompt engineering, documentation design, business thinking, and practical automation into reliable tools that users can apply immediately. Shandra’s mission is to create AI skills that feel professional, useful, and complete from the first use — not generic templates, but carefully built workflow systems that help users think better, work faster, and produce stronger results.
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