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Head-to-head · Data warehouses & analytics engines

Apache Doris vs Trino

Both are alternatives to Snowflake. Here's how they stack up — verified facts, no spin.

Also searched as Trino vs Apache Doris — same comparison, one verdict.

The short answer

Apache Doris and Trino are closely matched on ownership (92 vs 91) — this one comes down to pricing and to which trade-offs below you can live with.

92

Apache Doris

Real-time analytics with the operational simplicity Snowflake users expect.

OPEN SOURCEApache-2.0SELF-HOSTLOCAL-FIRST

Doris aims at the gap between ClickHouse's speed and a warehouse's ease: MySQL-compatible protocol, so existing clients and BI tools connect unchanged, real-time ingestion, materialised views maintained automatically, and considerably less tuning than ClickHouse demands. Apache Software Foundation governance, Apache-2.0, around 16k stars. It is the option to look at when the team wants ClickHouse economics but nobody wants to become a ClickHouse specialist.

91

Trino

Query everything where it already lives, without moving any of it.

OPEN SOURCEApache-2.0SELF-HOSTLOCAL-FIRST

Trino is a distributed SQL engine that queries data in place — S3, Postgres, MySQL, Kafka, Elasticsearch — and joins across all of them in a single statement. Apache-2.0, around 13k stars, built by the team behind Presto. The point is that it removes the loading step entirely: no ingestion pipeline, no second copy, no drift between the warehouse and the source. That is a genuinely different architecture from Snowflake rather than a cheaper version of it, and it suits organisations whose data is scattered and will stay scattered.

Side by side

10 points of comparison, every one read from a verified field. Green marks the side that wins a row outright. A dash means we do not hold that fact — never that it is zero.

 Apache DorisTrino
Sovereignty ScoreOur transparent 0–100 composite for data ownership and exit cost.9291
Open sourceYesYes
Self-hostableYesYes
Local-first dataYesYes
LicenseApache-2.0Apache-2.0
PricingFree and open source. Managed offerings available from vendors.Free and open source. Managed options from Starburst and others.
RAM to run it wellThe figure that actually matters, not the vendor's minimum.16 GB coordinator + 16 GB per worker
Realistic running costWhat the box costs each month if you run it yourself.$150–300/mo for a small cluster, against Snowflake compute credits that bill per second of query
Setup timeHonest first-install estimate, not the marketing quickstart.A day for a single node, a week for a real cluster
Ongoing maintenanceThe part nobody budgets for.Moderate to high. Memory tuning is the recurring work.
The verdict

Apache Doris edges it on the Sovereignty Score, but the right pick depends on the trade-offs below.

Apache Doris

Strengths

  • +MySQL protocol — existing BI tools and clients just connect
  • +Materialised views maintained automatically, no manual refresh
  • +Apache Software Foundation governance
  • +Markedly less tuning required than ClickHouse

Trade-offs

  • Smaller community outside China than ClickHouse
  • Documentation in English is thinner
  • Fewer integrations in the Western data stack
  • Still a cluster to run

Trino

Strengths

  • +Queries data where it lives — no ingestion, no second copy
  • +Joins across completely different systems in one SQL statement
  • +Apache-2.0 with a large connector ecosystem
  • +Proven at very large scale

Trade-offs

  • A cluster to operate, with real memory tuning
  • Only as fast as the slowest underlying source
  • No storage of its own — it is an engine, not a warehouse
  • Java operations knowledge assumed

Which one fits you

The trade-offs above, turned into a decision. Find the line that describes your team.

Choose Apache Doris

if a lower exit cost matters more to you than any single feature, and mySQL protocol — existing BI tools and clients just connect.

Choose Trino

if queries data where it lives — no ingestion, no second copy.

Neither, yet

if both carry a real cost you should weigh first — smaller community outside China than ClickHouse, and a cluster to operate, with real memory tuning. If either of those is a dealbreaker for your team, the shortlist is wrong rather than the choice.

What it takes to run these yourself

Real requirements and honest running costs, not the vendor quickstart.

Apache Doris vs Trino — common questions

Is Apache Doris a better fit than Trino for data warehouses & analytics engines?

It depends on what you are optimising for, and the honest split is this: Apache Doris scores 92 to Trino's 91 on data ownership and exit cost, so it is the safer choice if you care about being able to leave. Trino earns its place on a different axis — queries data where it lives — no ingestion, no second copy. Neither is a wrong answer for every team; the table above is the actual comparison.

What happens if we want to switch later?

Apache Doris keeps its data local or in open formats, so leaving is an export rather than a negotiation. Trino is still self-hostable, so the files stay on your server either way — but it is not local-first by design, so check what its export produces before you rely on it.

Can I self-host Apache Doris or Trino?

Both can be self-hosted. The difference is what it costs you in time rather than whether it is possible — see the setup and maintenance rows above.

Are Apache Doris and Trino both alternatives to Snowflake?

Yes — both appear in our Snowflake comparison, which is why they are worth putting side by side. People usually arrive here already having decided to move off Snowflake and now choosing between the two replacements, which is a narrower and much easier question.

See all 5 Snowflake alternatives →

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Facts verified 2026-08-03. Licenses and pricing change — spotted something out of date? That's a correction we want.

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