The Best Data Lakehouse Platforms in 2026
We researched data lakehouse platforms from official websites, including pricing pages, plan tables, and product documentation. Rankings reflect each platform’s performance on the category’s core job, value for money, and verified features for modern data engineering, analytics, governance, and AI workloads.
Our top picks
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Top ranked
9.4/10A broad lakehouse platform for engineering, analytics, streaming, machine learning, and AI.
Free plan · 14-day trial
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Runner-up
Dremio#2 of 239.1/10A flexible lakehouse for querying diverse data estates across cloud and self-hosted environments.
Free plan · 30-day trial
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Top-ranked free plan
Starburst Data Platform#3 of 238.9/10A broad Trino-based lakehouse for federated SQL, ingestion, and governed analytics.
Free plan · 30-day trial
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 23 tools, best first
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Best forBroad enterprise lakehouse and AI workloads
A broad lakehouse platform for engineering, analytics, streaming, machine learning, and AI.
- ACID transactions
9.4/10★★★★★Visit Databricks -
Best forFederated SQL across diverse data estates
A flexible lakehouse for querying diverse data estates across cloud and self-hosted environments.
- ACID transactions
Free plan · 30-day trial Our Dremio verdict → Visit DremioFor vendors Sponsor this spot · #2 · $99/mo →9.1/10★★★★★Visit Dremio -
Best forTrino-based lakehouse and federated analytics
A broad Trino-based lakehouse for federated SQL, ingestion, and governed analytics.
- ACID transactions
Free plan · 30-day trial Our Starburst Data Platform verdict → Visit StarburstFor vendors Sponsor this spot · #3 · $79/mo →8.9/10★★★★☆Visit Starburst -
Best forManaged federated SQL with enterprise identity controls
A managed Trino-based lakehouse platform for federated SQL and governed analytics.
- ACID transactions
Free plan · 30-day trial Our Starburst Galaxy verdict → Try Starburst GalaxyFor vendors Sponsor this spot · #4 · $69/mo →8.8/10★★★★☆Try Starburst Galaxy -
Best forOpen-source streaming and CDC lakehouses
A strong self-hosted choice for streaming, CDC, and mutable lakehouse tables.
- ACID transactions
8.6/10★★★★☆Visit Apache Hudi -
Best forManaged Iceberg on Google Cloud
A managed Iceberg lakehouse for Google Cloud teams using BigQuery and open engines.
- ACID transactions
8.5/10★★★★☆Visit Google Cloud -
Best forHybrid enterprise Iceberg deployments
A broad Iceberg lakehouse for hybrid enterprises that need governance, SQL, streaming, and ML.
- ACID transactions
8.4/10★★★★☆Visit Cloudera -
Best forOpen-format lakehouse optimization and CDC
A flexible open-format lakehouse for teams combining Spark, SQL, streaming, and CDC.
- ACID transactions
8.3/10★★★★☆Visit Onehouse Cloud -
Best forHybrid lakehouse teams needing broad catalog support
A broad hybrid lakehouse for teams working across open catalogs, clouds and deployments.
- ACID transactions
8.2/10★★★★☆Try IBM watsonx.data -
Best forGoverned multi-catalog Iceberg environments
A governed, open-source lakehouse foundation for multi-catalog Iceberg environments.
- ACID transactions
8.1/10★★★★☆Visit Datastrato -
Best forAWS users unifying S3 and Redshift
A governed AWS lakehouse connecting S3, Redshift, open table formats, and analytics engines.
- ACID transactions
8.0/10★★★★☆Visit AWS -
Best forLow-cost Spark and Iceberg platform users
A low-cost Spark and Iceberg option with broad governance, streaming, and BI connectivity.
- ACID transactions
7.9/10★★★★☆Visit IOMETE -
Best forNotebook-centric Microsoft Fabric teams
A notebook-centered Fabric workspace for Spark workflows, lakehouse access, and ML operations.
- ACID transactions
7.8/10★★★★☆Visit site -
Best forTeams building versioned Python and SQL pipelines
A focused lakehouse for teams that want Git-style control over Python and SQL pipelines.
- ACID transactions
7.7/10★★★★☆Visit Bauplan -
Best forEnterprise ingestion and Iceberg replication
A broad enterprise lakehouse option for ingestion, Iceberg operations, and governance.
- ACID transactions
7.6/10★★★★☆Visit Qlik -
Best forOracle-centric Iceberg analytics and AI
A broad Oracle lakehouse for Iceberg SQL, catalogs, acceleration, AI, and analytics.
7.5/10★★★★☆Visit Oracle -
Best forSmall teams wanting an Iceberg analytics workspace
A focused Iceberg workspace with governance, SQL, dashboards and AI access.
- ACID transactions
7.4/10★★★★☆Visit LavaLake -
Best forOpen-source end-to-end lakehouse stacks
A broad open-source lakehouse stack for teams operating on Kubernetes.
7.3/10★★★★☆Visit AetherLake -
Best forOpen-source browser-based SQL lakehouses
A governed, open-source lakehouse for teams standardizing on open table formats.
7.2/10★★★★☆Visit OpenLake -
Best forAlibaba Cloud-native governed lakehouse workloads
A broad Alibaba Cloud-native lakehouse for governed analytics, streaming, search, and ML.
7.1/10★★★★☆Visit Alibaba Cloud -
Best forLarge Hadoop-compatible enterprise environments
A Hadoop-compatible lakehouse suite for large-scale enterprise data workloads.
- ACID transactions
6.8/10★★★☆☆Visit Tencent Cloud -
Best forHospitality data lakehouse use cases
A focused lakehouse for hospitality teams that need governed, connected operational data.
6.7/10★★★☆☆Visit Hapi -
Best forFree collaborative lakehouse notebooks
A capable free notebook workspace for collaborative lakehouse analysis and engineering.
- ACID transactions
6.6/10★★★☆☆Visit Databricks
No tools match those filters.
Compare at a glance
| # | Tool | Free plan | Paid from | Storage model | SQL analytics | ACID transactions | Table format support | Score |
|---|---|---|---|---|---|---|---|---|
| 1 | Databricks Data Intelligence Platform | Yes | Both | Yes | Yes | Both | 9.4 | |
| 2 | Dremio | Yes | Both | Yes | Yes | Open | 9.1 | |
| 3 | Starburst Data Platform | Yes | $0.50/unit usage-based | Both | Yes | Yes | Both | 8.9 |
| 4 | Starburst Galaxy | Yes | $0.50/unit usage-based | Both | Yes | Yes | Open | 8.8 |
| 5 | Apache Hudi | Free | External | Yes | Yes | Both | 8.6 | |
| 6 | Google Cloud Lakehouse for Apache Iceberg | No | Both | Yes | Yes | Both | 8.5 | |
| 7 | Cloudera Open Data Lakehouse | No | $0.05/unit usage-based | Both | Yes | Yes | Open | 8.4 |
| 8 | Onehouse Cloud | Both | Yes | Yes | Both | 8.3 | ||
| 9 | IBM watsonx.data | No | $83.30/mo | Both | Yes | Yes | Open | 8.2 |
| 10 | Datastrato Iceberg Lakehouse Platform | External | Yes | Yes | Open | 8.1 | ||
| 11 | Amazon SageMaker Lakehouse | No | Both | Yes | Yes | Open | 8.0 | |
| 12 | IOMETE | Yes | $500/unit/yr | External | Yes | Yes | Open | 7.9 |
| 13 | Microsoft Fabric Notebooks | Yes | Both | Yes | Yes | Open | 7.8 | |
| 14 | Bauplan | Yes | $700/mo | External | Yes | Yes | Open | 7.7 |
| 15 | Qlik Open Lakehouse | No | External | Yes | Yes | Open | 7.6 | |
| 16 | Oracle Autonomous AI Lakehouse | Both | Yes | Both | 7.5 | |||
| 17 | LavaLake | Yes | External | Yes | Yes | Open | 7.4 | |
| 18 | AetherLake | Yes | Free | Both | Yes | Open | 7.3 | |
| 19 | OpenLake | External | Yes | Open | 7.2 | |||
| 20 | Alibaba Cloud OpenLake | Both | Yes | Open | 7.1 | |||
| 21 | Tencent Big Data Suite | Both | Yes | Yes | Open | 6.8 | ||
| 22 | Hapi Data Lakehouse | Both | Yes | Open | 6.7 | |||
| 23 | Databricks Notebooks | Yes | Both | Yes | Yes | Both | 6.6 |
Head-to-head All 28 comparisons →
- Databricks Data Intelligence Platform vs Dremio
- Databricks Data Intelligence Platform vs Starburst Data Platform
- Databricks Data Intelligence Platform vs Starburst Galaxy
- Databricks Data Intelligence Platform vs Apache Hudi
- Databricks Data Intelligence Platform vs Google Cloud Lakehouse for Apache Iceberg
- Databricks Data Intelligence Platform vs Cloudera Open Data Lakehouse
- Databricks Data Intelligence Platform vs Onehouse Cloud
- Dremio vs Starburst Data Platform
- Dremio vs Starburst Galaxy
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How we rank data lakehouse platforms
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