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Technology · head to head

Shortcut vs Trino

Shortcut logo

Shortcut

Technology

Project management for software teams

From
Free
Rated
-
Full reviewWebsite
Trino logo

Trino

Technology

A distributed SQL engine that queries data where it already lives, across object storage, warehouses and operational databases.

From
Free
Rated
-
Full reviewWebsite

The short version

  • Each has a real cost: Shortcut limited reporting compared to Jira; Trino trino stores nothing and computes no statistics of its own, so the plan it produces is only as good as the partitioning, file sizes and table statistics on the source; a Hive table of thousands of small files or a lake with no stats produces a slow query the engine cannot improve.
  • They diverge on capability: Shortcut covers Stories & epics, Trino covers Federated querying.
  • Prices and features above were last checked on 30 August 2026.

Where they differ

Only the attributes on which Shortcut and Trino actually diverge.

Attributes where Shortcut and Trino differ
AttributeShortcutTrino
Pricing modelUnknownopen-source
PlatformsWeb, macOS, Windows, LinuxWeb
Founded2014Unknown

Identical on both: starting price (Free), free tier (Yes), user rating (Not yet rated), category (Technology).

What each one covers

Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.

Only in Shortcut

  • Stories & epics
  • Iterations (sprints)
  • Kanban boards
  • Roadmaps
  • Reporting
  • Docs
  • API & webhooks
  • Mobile apps

Only in Trino

  • Federated querying
  • Connector architecture
  • Predicate and aggregation pushdown
  • Massively parallel execution
  • Fault-tolerant execution
  • Resource groups
  • Iceberg and Delta table support
  • Standard client protocols

What people use each for

The jobs each tool is most often brought in to do.

Shortcut

  • Sprint planningnot Trino
  • Bug trackingnot Trino
  • Feature developmentnot Trino
  • Product roadmappingnot Trino
  • Team collaborationnot Trino

Trino

  • Ad hoc analysis that spans a data lake and one or more operational databases, without building an ingestion pipeline firstnot Shortcut
  • Serving a BI tool a single SQL endpoint over an estate that is actually several separate storage systemsnot Shortcut
  • Querying Iceberg or Delta tables on object storage interactively, as the compute layer of a lakehousenot Shortcut
  • Investigating whether a dataset is worth ingesting, by querying it in place before committing to a pipeline for itnot Shortcut

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

Shortcut

  • Limited reporting compared to Jira
  • Designed specifically for software teams, not general project management
  • Can experience slow loading times with very large projects

Trino

  • Trino stores nothing and computes no statistics of its own, so the plan it produces is only as good as the partitioning, file sizes and table statistics on the source; a Hive table of thousands of small files or a lake with no stats produces a slow query the engine cannot improve.
  • Federated queries pull data out of the systems they touch, so a join between a lake table and a production Postgres can put a full table scan onto an OLTP database that other applications depend on, and the person who wrote the query will not see the incident it causes.
  • Releases come roughly every one to two weeks with no community long-term support line, and deprecations arrive quickly, so you either dedicate someone to keeping current or you buy Starburst Enterprise for a supported long-term version.
  • It is memory-based and disk spilling was deprecated in favour of fault-tolerant execution, so a query exceeding cluster memory fails outright rather than degrading; enabling fault-tolerant execution requires an external exchange store on object storage and makes queries measurably slower.
  • It is a query engine and not a warehouse: there is no built-in job scheduling, no incremental materialised view maintenance and no transformation framework, so producing curated tables still needs dbt or an equivalent layer that somebody has to own.
  • The 2020 fork split the ecosystem, so documentation, connectors, Stack Overflow answers and vendor material written before then describe PrestoDB, which is now a different project with different behaviour, and following the wrong one wastes real time.

Pricing, plan by plan

Shortcut

Free
  • FreeFree
    • Kanban boards
    • Sprints
    • Roadmaps
  • Team$8.5/user/month
    • Unlimited users
    • Advanced reports
    • WIP limits
  • Business$12/user/month
    • Unlimited workspaces
    • OKRs
    • Advanced custom fields
  • Enterprise$undefined/custom
    • Volume discounts
    • SSO/SCIM
    • Premier support

Trino

Free

No published plan breakdown. See the Trino review.

Which should you pick?

Choose Shortcut if

  • You need stories & epics.
  • You want to start without paying.
  • You work on Web, macOS, Windows, Linux.
  • You also want iterations (sprints).
Shortcut review

Choose Trino if

  • You need federated querying.
  • You want to start without paying.
  • You also want connector architecture.
Trino review

Questions people ask

Is Shortcut or Trino better?
Neither clearly leads. Shortcut starts at Free and Trino at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Shortcut or Trino?
Shortcut starts at Free and Trino at Free.
Does Shortcut or Trino run on more platforms?
Shortcut runs on Web, macOS, Windows, Linux. Trino runs on Web.
Can I use Shortcut for free?
Both have a free tier, so you can try either at no cost before committing.
What is Shortcut best used for?
Shortcut is most often used for sprint planning, bug tracking, feature development, product roadmapping. Of those, sprint planning and bug tracking are not what Trino is typically brought in for.
What can Shortcut do that Trino cannot?
Shortcut covers Stories & epics, Iterations (sprints), Kanban boards, Roadmaps. Trino covers Federated querying, Connector architecture, Predicate and aggregation pushdown, Massively parallel execution.

Answered from the vendors’ own pages

Shortcut: Does Shortcut have a free plan?

Yes, Shortcut offers a free plan for up to 10 users with core features like kanban boards, roadmaps, sprints, and reports. Paid plans start at $8.50 per user per month.

Source
Trino: What is the difference between Trino and Presto?

They share an origin. The original creators left Meta and renamed their fork from PrestoSQL to Trino in December 2020; PrestoDB continues separately under the Linux Foundation. They have diverged in features, connectors and SQL behaviour, so material written for one may not apply to the other.

Shortcut: Does Shortcut integrate with GitHub?

Yes, Shortcut has native GitHub integration that automatically syncs pull requests and commits to stories, and includes GitLab and Bitbucket support as well.

Source
Trino: Does Trino replace my data warehouse?

Not on its own. It is compute without storage, scheduling or transformation. Paired with Iceberg or Delta on object storage and something like dbt for modelling it can serve as a lakehouse; used alone it is a query layer over what you already have.

Shortcut: Can I use Shortcut for non-technical projects?

Shortcut is built for software teams, though you can customize workflows for other use cases. Linear and Asana may be better suited for non-technical project management.

Source
Trino: Why is my federated query slow?

Usually because a connector could not push a filter or aggregation down, so Trino is pulling whole tables across the network to join them itself. The fix is usually better source-side partitioning or statistics, or ingesting that source rather than federating it.

Shortcut: Does Shortcut support SSO and SCIM?

Yes, SSO and SCIM support are available on the Enterprise plan, allowing centralized identity management for large organizations.

Source
Trino: What happens when a query runs out of memory?

It fails. Disk spilling was deprecated in favour of fault-tolerant execution, which checkpoints to an external exchange store such as S3 and lets long queries survive memory pressure and worker loss, at the cost of noticeably slower execution.

Shortcut: What's the difference between Shortcut and Jira?

Shortcut is lighter and faster with less setup required, while Jira offers deeper customization and enterprise features. Shortcut works better for modern software teams wanting simplicity; Jira suits enterprises needing extensive configuration.

Source
Trino: Is there commercial support?

Yes, from Starburst, which offers Starburst Enterprise with long-term supported releases and Starburst Galaxy as a managed service. The open source project itself has no long-term support line.

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