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Head-to-head · Ai Data Platforms

Apache Hudi vs Cloudera Data Warehouse

  • Updated Oct 2026
  • Both researched from official sources
  • 1 check side by side
Higher score Apache Hudi #5 in Ai Data Platforms 8.8/10 Open source ✓ 0 of 3 features Visit Apache Hudi
Cloudera Data Warehouse #8 in Ai Data Platforms 8.4/10 Paid ✓ 0 of 3 features Visit Cloudera

Apache Hudi leads on 0 checks, Cloudera Data Warehouse on 0, and 1 is even. Who comes out ahead on the 1 yes/no, price and count check where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scoreApache Hudi · 8.8/10

Apache Hudi scores higher on our rubric for ai data platforms: 8.8 against 8.4 out of 10; our editors rank them #5 and #8.

Apache Hudi is the better fit for engineering teams building transactional lakehouse tables. Cloudera Data Warehouse is the better fit for enterprises running governed SQL warehouses.

  • Apache Hudi fits best

    Engineering teams building transactional lakehouse tables

  • Cloudera Data Warehouse fits best

    Enterprises running governed SQL warehouses

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Side by side

Feature Apache Hudi 8.8/10 Visit ↗ Cloudera Data Warehouse 8.4/10 Visit ↗
At a glance
Editor score 8.8 8.4
Ranking #5 in Ai Data Platforms #8 in Ai Data Platforms
Best for Engineering teams building transactional lakehouse tables Enterprises running governed SQL warehouses
Pricing model Free Paid
Starting price Open source $0.07/unit usage-based
Free plan Not checked yet —
Free trial — —
Deployment Self-hosted Cloud, Self-hosted
Support Community, Docs Docs, Community
Integrations 20 integrations 6 integrations
Built for Small business, Mid-market, Enterprise Enterprise
Features Apache Hudi 0/3 · Cloudera Data Warehouse 0/3
Data governance Not checked yet Not checked yet
Data preparation Not checked yet Not checked yet
Vector search Not checked yet Not checked yet
Specs
Deployment options Not checked yet Not checked yet
Data connectors Not checked yet Not checked yet
Supported data types Not checked yet Not checked yet
Our review
Pros
  • ACID tables support upserts, deletes, and change capture.
  • Streaming and CDC ingestion work alongside batch pipelines.
  • Table services include clustering, compaction, cleaning, and indexing.
  • Federated SQL queries across disparate data sources
  • Isolated virtual warehouses with workload-aware autoscaling
  • AI assistance for SQL queries and visualization
Cons
  • Self-hosted deployment puts operations on the adopting team.
  • Community and documentation are the listed support channels.
  • Its broad engine and format options require an existing data stack.
  • No free plan; pricing is usage-based at $0.07 per CCU per hour
  • Cloud rate excludes infrastructure, networking, and related provider costs
  • Focused on warehousing rather than an end-to-end data platform
Our verdict

Apache Hudi adds transactional tables and incremental processing to data lakes, making it a fit for engineering teams building pipelines that need mutable records rather than append-only storage. It supports ACID guarantees, upserts,…

Read the review →

Cloudera Data Warehouse is a cloud-native analytics service for organizations that need SQL querying, business intelligence, and high-concurrency workloads across enterprise data. It is aimed at enterprises running governed SQL warehouses,…

Read the review →
  1. Apache HudiAi Data Platforms 8.8Open source
  2. Cloudera Data WarehouseAi Data Platforms 8.4Paid

Strengths and trade-offs

  • Apache Hudi — where it wins

    • ACID tables support upserts, deletes, and change capture.
    • Streaming and CDC ingestion work alongside batch pipelines.
    • Table services include clustering, compaction, cleaning, and indexing.

    Where it doesn't

    • Self-hosted deployment puts operations on the adopting team.
    • Community and documentation are the listed support channels.
    • Its broad engine and format options require an existing data stack.

  • Cloudera Data Warehouse — where it wins

    • Federated SQL queries across disparate data sources
    • Isolated virtual warehouses with workload-aware autoscaling
    • AI assistance for SQL queries and visualization

    Where it doesn't

    • No free plan; pricing is usage-based at $0.07 per CCU per hour
    • Cloud rate excludes infrastructure, networking, and related provider costs
    • Focused on warehousing rather than an end-to-end data platform

More comparisons

All ai data platforms comparisons → · Full ranking →

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update