01 /
Work outlives a deploy
Work must continue after a worker restart or temporary failure.
Workflows / reliability
Temporal
for long-running work.
Design and integrate workflows when a process spans services, waits for events, and needs to resume after failures.
Temporal
Workflows
Retries
Observability
Long-running workflowrazrabotchik.com / TEMPORAL
Start and state01 / START
Actions and waiting02 / RUN
Outcome or failure handling03 / RESOLVE
Controlled retriesVisible status
Useful for
Multi-step processes
Design
Failures and compensation
Verification
Failures and repeated calls
When Temporal helps
Complex work needs explicit state.
Email, payments, documents, external APIs, and human decisions can stretch one process across hours or days. When its steps are scattered across queues and services, it becomes hard to see what happened and how to continue safely.
Temporal may fit when a process needs visible state, waits for events, and controlled retries. The choice follows a review of the current architecture.
02 /
External dependencies
Some steps can be slow, fail, or need retrying.
03 /
Need a clear history
The team needs to see the current stage and reason for a stop.
Integration
Model the process before moving it.
01 /
Map states
Events, timeouts, external actions, and human decisions.
02 /
Define the workflow
Choose the process and operations requiring idempotency.
03 /
Integrate and test
Workflows, activities, retries, cancellation, and failure paths.
04 /
Observe in production
Statuses, support signals, and response to stalled work.
Example approach
A multi-step request process.
A request goes through validation, an external API, and human approval. Define each step’s timeout, retry conditions, and failure behavior. Test worker restarts, duplicate calls, and cancellation before release.
This scenario shows an approach and is not presented as completed client work.
Workflow in a live system
Visible state. Managed failures.
Steps · waiting · recovery
Questions
Should Temporal replace every queue?
No. It is useful where long-lived state and step coordination matter. A simple background job may need a simpler tool.
What about in-flight work?
The transition depends on where state lives today. Usually the new path rolls out gradually and existing work gets an explicit handling plan.
Can retries create duplicates?
External actions need idempotency keys and checks. This is a design task, not an automatic result of using Temporal.
Next step
Describe your challenge.
Describe the system, goal, and constraints. You will receive a proposed next step, delivery format, and plan for technical oversight.