The Best Task Queue Software in 2026
We researched task queue software through official websites, including pricing pages, plan tables, and product documentation. Rankings focus on each product’s core job—enqueueing, distributing, retrying, and tracking asynchronous background jobs—alongside value for money and verified features, so engineering teams can compare suitable options for production workloads.
Our top picks
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Top ranked
Hatchet#1 of 369.4/10A code-first queue for durable execution, observable workflows, and AI task orchestration.
Free plan
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Runner-up
Trigger.dev#2 of 369.2/10A strong fit for durable TypeScript tasks, queues, retries, and preview environments.
Free plan
-
Top-ranked free plan
Inngest#3 of 369.0/10A flexible task engine for serverless teams that need durable, observable execution.
Free plan
Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.
The full ranking 36 tools, best first
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Best forObservable durable workflows and AI tasks
A code-first queue for durable execution, observable workflows, and AI task orchestration.
9.4/10★★★★★Visit Hatchet -
Best forTypeScript durable tasks with previews
A strong fit for durable TypeScript tasks, queues, retries, and preview environments.
9.2/10★★★★★Visit Trigger.dev -
Best forServerless event-driven task execution
A flexible task engine for serverless teams that need durable, observable execution.
9.0/10★★★★☆Visit Inngest -
Best forProduction Node.js queue workloads
Deep background processing for production Node.js teams that need queue control.
- Dead-letter queue
- Custom retry policy
- Scheduled jobs
8.9/10★★★★☆Visit BullMQ -
Best forFree modern Python task infrastructure
Free, modular Python task infrastructure for distributed workers and scheduled jobs.
- Dead-letter queue
- Custom retry policy
- Scheduled jobs
8.8/10★★★★☆Visit Taskiq -
Best forPostgreSQL-backed JavaScript queues
A deep, self-hosted queue for JavaScript teams already working with PostgreSQL.
- Dead-letter queue
- Custom retry policy
- Scheduled jobs
8.7/10★★★★☆Visit pg-boss -
Best forPython teams needing mature distributed tasks
A mature self-hosted queue for Python teams that need distributed task control.
- Dead-letter queue
- Custom retry policy
- Scheduled jobs
8.6/10★★★★☆Visit Celery -
Best forManaged HTTP message delivery
A focused cloud queue for reliable, scheduled HTTP delivery to public API endpoints.
8.5/10★★★★☆Visit Upstash QStash -
Best forRuby on Rails background jobs
A focused, open-source queue for Ruby teams that need retries, scheduling, and monitoring.
- Dead-letter queue
- Custom retry policy
- Scheduled jobs
8.4/10★★★★☆Visit Sidekiq -
Best forFree Python queues with dead-letter handling
A focused, open-source Python queue for retries, delayed tasks, and dead-letter handling.
- Dead-letter queue
- Custom retry policy
- Scheduled jobs
8.3/10★★★★☆Visit Dramatiq -
Best forJava application job processing
A free, database-backed Java job queue with paid workflow and support features.
- Custom retry policy
- Scheduled jobs
8.2/10★★★★☆Visit JobRunr -
Best forMulti-language PostgreSQL job queues
A self-hosted queue for transactional jobs, scheduling, retries, and multiple language integrations.
- Dead-letter queue
- Custom retry policy
- Scheduled jobs
8.1/10★★★★☆Visit River -
Best forElixir and PostgreSQL job processing
A PostgreSQL-backed queue for durable jobs, with advanced workflows and rate limiting in Pro.
- Custom retry policy
- Scheduled jobs
8.0/10★★★★☆Visit Oban -
Best forSelf-hosted queues with a management UI
A focused self-hosted queue with durable jobs, scheduling, retries, and a web UI.
- Dead-letter queue
- Custom retry policy
- Scheduled jobs
7.9/10★★★★☆Visit Faktory -
Best forASP.NET background processing
A capable self-hosted task queue for ASP.NET background processing.
- Custom retry policy
- Scheduled jobs
7.8/10★★★★☆Visit Hangfire -
Best forPostgreSQL queues with job deduplication
A focused PostgreSQL queue for Node.js teams needing retries, scheduling, and deduplication.
- Custom retry policy
- Scheduled jobs
7.7/10★★★★☆Try Graphile Worker -
Best forFree Go queues with broad brokers
A flexible Go queue for teams ready to operate their own task infrastructure.
- Custom retry policy
- Scheduled jobs
7.6/10★★★★☆Visit Machinery -
Best forRedis-backed Go queues with administration
A focused, self-hosted Redis queue for Go teams needing task administration.
- Custom retry policy
- Scheduled jobs
7.5/10★★★★☆Visit Asynq -
Best forComplex multi-platform task orchestration
A self-hosted orchestration framework for complex CI and release task flows.
- Custom retry policy
- Scheduled jobs
7.4/10★★★★☆Visit Taskcluster -
Best forPython teams standardizing on PostgreSQL
A focused open-source queue for Python teams standardizing on PostgreSQL.
- Custom retry policy
- Scheduled jobs
7.3/10★★★★☆Visit Procrastinate -
Best forDjango-integrated task processing
A focused open-source queue for asynchronous and scheduled Django workloads.
- Custom retry policy
- Scheduled jobs
7.2/10★★★★☆Visit Django Q2 -
Best forFeature-rich lightweight Python queues
A feature-rich self-hosted queue for scheduled, retried, and prioritized Python tasks.
- Custom retry policy
- Scheduled jobs
7.1/10★★★★☆Visit Huey -
Best forSimple free Python Redis queues
A focused open-source queue for Python background jobs and worker processes.
- Custom retry policy
- Scheduled jobs
7.0/10★★★★☆Visit RQ -
Best forJavaScript scheduling with flexible storage
A flexible open-source queue for JavaScript teams managing scheduled background work.
- Custom retry policy
- Scheduled jobs
6.9/10★★★☆☆Visit Agenda -
Best forRails teams using PostgreSQL
A focused, open-source task queue for Rails applications already using PostgreSQL.
- Custom retry policy
- Scheduled jobs
6.8/10★★★☆☆Visit GoodJob -
Best forActive Job database queueing
A focused, self-hosted queue backend for Rails applications with SQL storage.
- Custom retry policy
- Scheduled jobs
6.7/10★★★☆☆Visit Solid Queue -
Best forAsyncio Redis jobs in Python
A focused self-hosted queue for Python teams running asynchronous Redis jobs.
- Custom retry policy
- Scheduled jobs
6.6/10★★★☆☆Visit arq -
Best forSmall self-hosted priority queues
A focused self-hosted queue for priority, scheduled, and retryable background work.
- Custom retry policy
- Scheduled jobs
6.5/10★★★☆☆Visit WakaQ -
Best forPython Redis queues with detailed retries
A focused self-hosted choice for Python teams needing configurable Redis queues and retries.
- Custom retry policy
- Scheduled jobs
6.4/10★★★☆☆Visit TaskTiger -
Best forLightweight JavaScript Redis workers
A focused, self-hosted queue for lightweight JavaScript workers and short jobs.
- Custom retry policy
- Scheduled jobs
6.3/10★★★☆☆Visit Bee-Queue -
Best forBasic Rails database-backed jobs
A focused choice for database-backed asynchronous jobs in Ruby and Rails applications.
- Custom retry policy
- Scheduled jobs
6.2/10★★★☆☆Visit Delayed Job -
Best forRuby teams wanting a basic Redis queue
A focused, open-source queue for Ruby teams running background jobs on Redis.
- Scheduled jobs
6.1/10★★★☆☆Visit Resque -
Best forTeams wanting a minimal protocol-based queue
A minimal self-hosted queue for teams building protocol-based asynchronous workers.
6.0/10★★★☆☆Visit beanstalkd -
Best forPolyglot teams needing distributed job processing
A mature, language-flexible job queue for distributed processing—not scheduled jobs.
- Custom retry policy
6.0/10★★★☆☆Visit Gearman -
Best forAPI-first teams needing managed worker clusters
A focused API-first task queue with Docker workers, scheduling, retries, and managed clusters.
- Custom retry policy
- Scheduled jobs
6.0/10★★★☆☆Visit IronWorker -
Best forPersonal task lists and reminders
A capable free task manager for personal lists, reminders, and Google workflows.
6.0/10★★★☆☆Visit Google Tasks
No tools match those filters.
Compare at a glance
| # | Tool | Free plan | Paid from | Deployment model | Custom retry policy | Scheduled jobs | Score |
|---|---|---|---|---|---|---|---|
| 1 | Hatchet | Yes | $500/mo | Hybrid | 9.4 | ||
| 2 | Trigger.dev | Yes | $10/mo | 9.2 | |||
| 3 | Inngest | Yes | $99/mo | 9.0 | |||
| 4 | BullMQ | Yes | $1,395/unit/yr | Self_hosted | Yes | Yes | 8.9 |
| 5 | Taskiq | Yes | Free | Self_hosted | Yes | Yes | 8.8 |
| 6 | pg-boss | Yes | Free | Self_hosted | Yes | Yes | 8.7 |
| 7 | Celery | Free | Self_hosted | Yes | Yes | 8.6 | |
| 8 | Upstash QStash | Yes | $180/mo | Cloud | 8.5 | ||
| 9 | Sidekiq | Yes | $995/yr | Self_hosted | Yes | Yes | 8.4 |
| 10 | Dramatiq | Free | Self_hosted | Yes | Yes | 8.3 | |
| 11 | JobRunr | Yes | €9,000/yr | Self_hosted | Yes | Yes | 8.2 |
| 12 | River | Yes | $125/mo | Self_hosted | Yes | Yes | 8.1 |
| 13 | Oban | Yes | $135/mo | Self_hosted | Yes | Yes | 8.0 |
| 14 | Faktory | Yes | $99/unit/mo | Self_hosted | Yes | Yes | 7.9 |
| 15 | Hangfire | Yes | Self_hosted | Yes | Yes | 7.8 | |
| 16 | Graphile Worker | Free | Self_hosted | Yes | Yes | 7.7 | |
| 17 | Machinery | Yes | Free | Self_hosted | Yes | Yes | 7.6 |
| 18 | Asynq | Free | Self_hosted | Yes | Yes | 7.5 | |
| 19 | Taskcluster | Free | Self_hosted | Yes | Yes | 7.4 | |
| 20 | Procrastinate | Free | Self_hosted | Yes | Yes | 7.3 | |
| 21 | Django Q2 | Free | Self_hosted | Yes | Yes | 7.2 | |
| 22 | Huey | Free | Self_hosted | Yes | Yes | 7.1 | |
| 23 | RQ (Redis Queue) | Yes | Free | Self_hosted | Yes | Yes | 7.0 |
| 24 | Agenda | Yes | Free | Self_hosted | Yes | Yes | 6.9 |
| 25 | GoodJob | Free | Self_hosted | Yes | Yes | 6.8 | |
| 26 | Solid Queue | Free | Self_hosted | Yes | Yes | 6.7 | |
| 27 | arq | Free | Self_hosted | Yes | Yes | 6.6 | |
| 28 | WakaQ | Free | Self_hosted | Yes | Yes | 6.5 | |
| 29 | TaskTiger | Free | Self_hosted | Yes | Yes | 6.4 | |
| 30 | Bee-Queue | Free | Self_hosted | Yes | Yes | 6.3 | |
| 31 | Delayed Job | Free | Self_hosted | Yes | Yes | 6.2 | |
| 32 | Resque | Yes | Free | Self_hosted | Yes | 6.1 | |
| 33 | beanstalkd | Yes | Free | Self_hosted | 6.0 | ||
| 34 | Gearman | Yes | Free | Self_hosted | Yes | No | 6.0 |
| 35 | IronWorker | Yes | Hybrid | Yes | Yes | 6.0 | |
| 36 | Google Tasks | Yes | Free | 6.0 |
Head-to-head All 28 comparisons →
- Hatchet vs Trigger.dev
- Hatchet vs Inngest
- Hatchet vs BullMQ
- Hatchet vs Taskiq
- Hatchet vs pg-boss
- Hatchet vs Celery
- Hatchet vs Upstash QStash
- Trigger.dev vs Inngest
- Trigger.dev vs BullMQ
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How we rank task queue software
Every tool on this page was researched by iTechGuides Editors from its official website — pricing pages, plan tables and product documentation. We rank on how well each one does this category's core job, what the free or entry plan includes, and where it falls short. Where we have enough verified facts, the score out of 10 is a rubric — job fit, value and how much we could verify — shown with its breakdown on every tool's page; a tool we have not verified enough to score yet shows its rank without a number. Scores are re-checked when a product changes its plans. Read the full editorial policy, or submit a tool we missed.
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Last updated · How we research and update