33. Background Job Processing
Date: 2024-04-13
Status
Accepted
Context
The need for efficient background job processing arises from requirements such as handling big data operations, managing long-running tasks, and automating push notifications, report generation, and email/newsletter dispatches. Additionally, caching strategies like invalidation, hot-cache management, and pre-caching require reliable scheduling and execution mechanisms.
Decision
To address these needs, the following options have been considered for implementing background jobs:
- Kubernetes Jobs:
- CronJob: For recurring tasks based on a time-based schedule. More about Kubernetes CronJobs
- Job: For one-off tasks that need to be run to completion. More about Kubernetes Jobs
-
Temporal: A workflow orchestration platform ideal for complex workflows and handling retries, failures, and state pass-through between tasks. Learn more about Temporal
-
Standard Cron: Utilizing the operating system’s cron for straightforward, time-based job scheduling.
- For Golang Applications:
- Golang Cron Library: A library suited for scheduling recurring tasks within Go applications. Visit Golang Cron Library
- Go Ticker and Timer: Utilizing native Go features for fine-grained time-based operations.
- Message Queueing (MQ):
- Apache Pulsar: For decoupling job requests from job execution, supporting event-driven architectures and ensuring scalable message processing. Explore Apache Pulsar
Consequences
Technology | Benefits | Challenges |
---|---|---|
Standard Cron | Simple and reliable for scheduled tasks. | Limited to single-node setups, lacks fault tolerance. |
Kubernetes CronJob | Scales well with Kubernetes, handles cluster-wide tasks. | More complex setup, requires Kubernetes management. |
Temporal | Provides robust handling of complex workflows, retries, and failures. | Higher learning curve, more resource-intensive. |
Go Ticker/Timer | High precision, integrated directly in Go applications. | Requires custom setup for distributed tasks, more manual management of task state. |