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Custom Software & API Integrations

11/10/2026
Connect business systems and solve workflow gaps with maintainable software and API integrations.

How to Handle API Providers That Change Pagination Limits

A provider may reduce page size or alter cursor behavior, causing sync jobs to stop early or repeat data. Checks to make Read provider change details, use returned cursors rather than assumed page sizes, and track completion checkpoints. Compare expected record counts and test with more data than one page; alert if a sync ends without reaching the end...

How to Handle API Integrations When a Provider Adds a New Required Field

A provider can reject existing requests when a schema change adds a required value that consumers do not send. Checks to make Review the provider change notice, identify impacted clients, map a trustworthy source for the new field, and validate requests in a test environment. Deploy consumers before enforcement, monitor validation errors, and avoid...

How to Prevent API Integrations From Accepting Duplicate Customer Records

Concurrent requests and retries can create duplicates when the destination lacks an idempotency key or unique matching rule. Checks to make Use a stable external identifier, enforce uniqueness at the destination, and make create operations idempotent. Test concurrent and retried requests, and route ambiguous matches to review rather than merging...

How to Handle API Providers That Return Empty Pages Before the End of a Dataset

Some APIs may return an empty or short page while additional records remain, especially when cursors or filters change. Checks to make Follow provider pagination tokens and completion indicators rather than stopping solely on an empty page. Persist checkpoints, verify expected totals, and test the behavior with a known dataset and moving records. When...

How to Prevent API Integrations From Losing Records During a Provider Outage

Requests may fail during an outage after the source system has acknowledged work or before the destination has persisted it. Checks to make Use a durable queue and checkpoints, track provider request IDs, and distinguish confirmed failure from uncertain completion. Reconcile source and destination after recovery, using idempotency to replay safely...

How to Handle API Providers That Return a Successful Status With an Error in the Body

Some providers return an HTTP success code while including a business error or partial outcome in the response payload. Checks to make Validate response schema and business status fields, preserve provider request IDs, and distinguish completed, rejected, and uncertain outcomes. Test representative responses and avoid retrying an action until...

How to Diagnose an API Integration That Works in Testing but Fails in Production

An API integration that passes in a test environment can fail after release because credentials, permissions, data shape, network egress, rate limits, or provider configuration differ. A small mismatch may only appear with real customer records. What to check Compare environment variables and scopes without exposing secrets, verify endpoint and API...

How to Prevent an API Integration From Sending the Same Update Repeatedly

An integration can repeatedly send the same update when a webhook is retried, acknowledgments are delayed, or the sender cannot distinguish a completed event from an unprocessed one. Duplicate writes can trigger repeated notifications or downstream work. What to check Trace event identifiers and delivery attempts across both systems, review retry...

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