Link copied to clipboard # Cloudera vs Snowflake Comparison - What are their main differences? Share [ Export ](/compare/cloudera/snowflake/export.csv) ClouderaSnowflake[+ Add Product](#) Reviews **Cloudera** [ 4.2/5(201) ](https://www.g2.com/products/cloudera/reviews#reviews) **Snowflake** [ 4.6/5(763) ](https://www.g2.com/products/snowflake/reviews#reviews) Pricing **Cloudera** **$0.25** 1 CCU (Hourly rate) · AI Inference **Snowflake** Free Trial **$2** Compute/Hour · Standard **Pricing Insights** from reviews Time to Implement **Cloudera** 4 months Based on 6 responses **Snowflake** 3 monthsFaster Based on 18 responses Return on Investment **Cloudera** 11 months1 month sooner Based on 5 responses **Snowflake** 12 months Based on 13 responses Perceived Cost **Cloudera** $$$$$ **Snowflake** $$$$$ Average Discount **Cloudera** Not enough reviews yet **Snowflake** 14% ![Cloudera](https://images.g2crowd.com/uploads/product/hd_favicon/dcfb9e6879febb34cef773ddde921835/cloudera.svg "Cloudera") ![Snowflake](https://images.g2crowd.com/uploads/product/hd_favicon/1544409170/snowflake.svg "Snowflake") G2 offers free advice on this comparison. Chat with an expert How do we contact you? ![](/assets/advisor_router/text_message-df41c2977e57ce19bdccb768c56510d9fa9182b581f7903660ca57fd8634bf09.svg)Text Message ![](/assets/advisor_router/phone_call-c9171db19e0526ecaea5fcbe1122f2ba459d8ab314c830a23440e5a1a536d62f.svg)Phone Call Who do you want to talk with? ![](/assets/advisor_router/ai_agent-4d78629a3ba354fed449a65c60df3a6f2eda90fb98411b711df4b25d7be52a38.svg)AI Agent ![](/assets/advisor_router/human-26a980d7eed0089d422337af1b2588329a59f3fec5a0eff6d1b43312553d4c7b.svg)Human Pros & Cons **Cloudera** [ Ease of Use (22) ](https://www.g2.com/products/cloudera/reviews?filters%5Bsentiment_snippet%5D=2499953&qs=pros-and-cons#reviews)[ Scalability (17) ](https://www.g2.com/products/cloudera/reviews?filters%5Bsentiment_snippet%5D=2500042&qs=pros-and-cons#reviews)[ Expensive (16) ](https://www.g2.com/products/cloudera/reviews?filters%5Bsentiment_snippet%5D=2500036&qs=pros-and-cons#reviews)[ Complexity (7) ](https://www.g2.com/products/cloudera/reviews?filters%5Bsentiment_snippet%5D=2499993&qs=pros-and-cons#reviews) **Snowflake** [ Ease of Use (183) ](https://www.g2.com/products/snowflake/reviews?filters%5Bsentiment_snippet%5D=1116325&qs=pros-and-cons#reviews)[ Features (118) ](https://www.g2.com/products/snowflake/reviews?filters%5Bsentiment_snippet%5D=1109742&qs=pros-and-cons#reviews)[ Expensive (91) ](https://www.g2.com/products/snowflake/reviews?filters%5Bsentiment_snippet%5D=1108150&qs=pros-and-cons#reviews)[ Feature Limitations (54) ](https://www.g2.com/products/snowflake/reviews?filters%5Bsentiment_snippet%5D=1114934&qs=pros-and-cons#reviews) Integrations **Cloudera** [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_b3390b4cc3d92e87d570895f7358c003/amazon-athena.jpg "Product Avatar Image") Amazon Athena ](https://www.g2.com/products/amazon-athena/reviews)[ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_3a7a925cc43d97814fa81ec2d6c06f45/amazon-rds-on-outposts.jpeg "Product Avatar Image") Amazon RDS on Outposts ](https://www.g2.com/products/amazon-rds-on-outposts/reviews)[ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_b3390b4cc3d92e87d570895f7358c003/amazon-redshift.jpg "Product Avatar Image") Amazon Redshift ](https://www.g2.com/products/amazon-redshift/reviews)[ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_dafae3284768553dd5e97aedca33b5cf/amdocs.png "Product Avatar Image") Amdocs ](https://www.g2.com/products/amdocs/reviews)[ View all ](https://www.g2.com/products/cloudera/integrations) **Snowflake** [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_47b9d3e7c4b84274ac40b4dc6d693327/adverity.png "Product Avatar Image") Adverity ](https://www.g2.com/products/adverity/reviews)[ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_d8d487b67574b56a5ad57a2f0f159a30/airtable.jpg "Product Avatar Image") Airtable ](https://www.g2.com/products/airtable/reviews)[ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_cacdec8b8edeace9b3c89e0c2cded695/amazon-ec2.jpg "Product Avatar Image") Amazon EC2 ](https://www.g2.com/products/amazon-ec2/reviews)[ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_cacdec8b8edeace9b3c89e0c2cded695/amazon-s3-glacier.jpg "Product Avatar Image") Amazon S3 Glacier ](https://www.g2.com/products/amazon-s3-glacier/reviews)[ View all ](https://www.g2.com/products/snowflake/integrations) Screenshots **Cloudera** No screenshot available **Snowflake** ![Snowflake screenshot](https://images.g2crowd.com/cdn-cgi/image/width=600,height=600,fit=scale-down,format=auto,onerror=redirect,/https://images.g2crowd.com/uploads/attachment/file/89744/Screenshot-1b-Idealized.png) Ratings Meets Requirements **Cloudera** 8.7 8.7126 **Snowflake** 9.1 9.1584 Ease of Use **Cloudera** 8.3 8.3171 **Snowflake** 9.0 9.0622 Ease of Setup **Cloudera** 8.1 8.1111 **Snowflake** 9.0 9.0405 Ease of Admin **Cloudera** 8.0 8.067 **Snowflake** 8.7 8.7216 Quality of Support **Cloudera** 8.1 8.1117 **Snowflake** 8.7 8.7535 Has the product been a good partner in doing business? **Cloudera** 8.5 8.564 **Snowflake** 9.0 9.0218 Product Direction (% positive) **Cloudera** 8.4 8.4124 **Snowflake** 9.3 9.3550 Features Data Science and Machine Learning Platforms[Hide 75 FeaturesShow 75 Features](javascript:void(0);) 9.5 20 8.7 40 System Data Ingestion & Wrangling 9.7(won by 0.5) 16 (There is a greater than 0.5 difference between this product's rating and its competitors) 9.2 30 Real-Time Data Not enough data Not enough data Model Development Language Support 9.7(won by 0.5) 16 (There is a greater than 0.5 difference between this product's rating and its competitors) 9.2 32 Drag and Drop 9.4(won by 0.8) 17 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.6 29 Pre-Built Algorithms 9.4(won by 1.0) 15 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.4 31 Model Training 9.2(won by 0.4) 18 8.8 31 Database Support Not enough data Not enough data Multi-Language Not enough data Not enough data Model Development Feature Engineering 9.2(won by 0.4) 15 8.8 29 Machine/Deep Learning Services Computer Vision 9.3(won by 0.7) 16 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.6 29 Natural Language Processing 9.6(won by 0.9) 16 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.7 31 Natural Language Generation 9.4(won by 1.0) 16 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.4 29 Artificial Neural Networks 9.4(won by 1.0) 16 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.4 28 Machine/Deep Learning Services Natural Language Understanding 9.8(won by 1.2) 15 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.6 29 Deep Learning 9.9(won by 1.3) 14 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.6 26 Deployment Managed Service 9.2(tied score) 17 9.2(tied score) 33 Application 9.7(won by 0.7) 18 (There is a greater than 0.5 difference between this product's rating and its competitors) 9.0 29 Scalability 9.5(won by 0.3) 17 9.2 31 Additional Functionality Customizable Reports Not enough data Not enough data Collaboration Tools Not enough data Not enough data Data Extraction Not enough data Not enough data Semantic Search Not enough data Not enough data Data Storage Management Not enough data Not enough data Ad hoc Reporting Not enough data Not enough data Reporting/Analytics Not enough data Not enough data Predictive Analytics Not enough data Not enough data Activity Dashboard Not enough data Not enough data Access Controls/Permissions Not enough data Not enough data Visual Analytics Not enough data Not enough data Data Mapping Not enough data Not enough data Data Synchronization Not enough data Not enough data Statistical Analysis Not enough data Not enough data Categorization/Grouping Not enough data Not enough data Trend Analysis Not enough data Not enough data Data Profiling Not enough data Not enough data Linked Data Management Not enough data Not enough data Data Visualization Not enough data Not enough data API Not enough data Not enough data Multiple Data Sources Not enough data Not enough data Sentiment Analysis Not enough data Not enough data Search/Filter Not enough data Not enough data Data Import/Export Not enough data Not enough data Data Capture and Transfer Not enough data Not enough data AI Copilot Not enough data Not enough data Monitoring Not enough data Not enough data Data Connectors Not enough data Not enough data Ad hoc Analysis Not enough data Not enough data Text Mining Not enough data Not enough data Reporting & Statistics Not enough data Not enough data Predictive Modeling Not enough data Not enough data Real-Time Analytics Not enough data Not enough data Configurable Workflow Not enough data Not enough data Tagging Not enough data Not enough data Endpoint Management Not enough data Not enough data No-Code Not enough data Not enough data Data Preparation Not enough data Not enough data Auditing Not enough data Not enough data Big Data Analytics Not enough data Not enough data ML Algorithm Library Not enough data Not enough data Data Management Not enough data Not enough data Activity Tracking Not enough data Not enough data Data Security Not enough data Not enough data Workflow Management Not enough data Not enough data Generative AI AI Text Generation 9.6(won by 1.0) 14 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.6 28 AI Text Summarization 9.3(won by 0.8) 14 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.5 27 AI Text-to-Image 9.3(won by 0.8) 15 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.5 26 Generative AI Not enough data Not enough data Agentic AI - Data Science and Machine Learning Platforms Autonomous Task Execution Not enough data 8.4(won by default) 15 Multi-step Planning Not enough data 8.4(won by default) 15 Cross-system Integration Not enough data 8.5(won by default) 14 Adaptive Learning Not enough data 8.6(won by default) 14 Natural Language Interaction Not enough data 8.4(won by default) 15 Proactive Assistance Not enough data 8.4(won by default) 15 Decision Making Not enough data 8.4(won by default) 15 Third-Party Integrations Not enough data Not enough data Data Warehouse[Hide 48 FeaturesShow 48 Features](javascript:void(0);) 8.9 19 8.8 294 Data Management Data Integration 9.1(tied score) 16 | Verified 9.1(tied score) 220 | Verified Data Compression 8.6 15 | Verified 8.9(won by 0.3) 181 | Verified Data Quality 8.8 15 | Verified 9.1(won by 0.3) 192 | Verified Built-In Data Analytics 8.8(won by 0.4) 14 | Verified 8.4 190 | Verified In-Database Machine Learning 8.6(won by 0.4) 15 | Verified 8.2 169 | Verified Data Lake Analytics 8.9(won by 0.2) 15 | Verified 8.7 169 | Verified ETL - Extract Transfer Load Not enough data Not enough data Data Capture and Transfer Not enough data Not enough data Real-Time Analytics Not enough data Not enough data Reporting/Analytics Not enough data Not enough data Integration AI/ ML Integration 8.9(won by 0.5) 15 | Verified (There is a greater than 0.5 difference between this product's rating and its competitors) 8.4 171 | Verified BI Tool Integration 8.6 15 | Verified 9.0(won by 0.4) 207 | Verified Data lake Integration 9.3(won by 0.4) 14 | Verified 8.9 173 | Verified Deployment On-Premise 9.2(won by 1.4) 16 | Verified (There is a greater than 0.5 difference between this product's rating and its competitors) 7.8 149 | Verified Cloud 9.1 16 | Verified 9.3(won by 0.2) 215 | Verified Performance Scalability 9.2 15 | Verified 9.3(won by 0.1) 230 | Verified Security Data Governance 8.9(tied score) 14 | Verified 8.9(tied score) 194 | Verified Data Security 9.1(tied score) 15 | Verified 9.1(tied score) 200 | Verified Generative AI AI Text Generation 8.9(won by 0.8) 11 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.1 90 AI Text Summarization 8.6(won by 0.4) 11 8.2 87 Generative AI Not enough data Not enough data Additional Functionality Parallel Processing Not enough data Not enough data Ad hoc Analysis Not enough data Not enough data Multiple Data Sources Not enough data Not enough data API Not enough data Not enough data In-Database Processing Not enough data Not enough data Monitoring Not enough data Not enough data Real-Time Reporting Not enough data Not enough data Data Synchronization Not enough data Not enough data Real-Time Monitoring Not enough data Not enough data Data Connectors Not enough data Not enough data Performance Metrics Not enough data Not enough data Ad hoc Reporting Not enough data Not enough data Alerts/Notifications Not enough data Not enough data Access Controls/Permissions Not enough data Not enough data Drag & Drop Not enough data Not enough data Data Visualization Not enough data Not enough data Data Import/Export Not enough data Not enough data Match & Merge Not enough data Not enough data Data Transformation Not enough data Not enough data Secure Data Storage Not enough data Not enough data Data Extraction Not enough data Not enough data AI Copilot Not enough data Not enough data Customizable Reports Not enough data Not enough data Activity Dashboard Not enough data Not enough data Data Migration Not enough data Not enough data In-Memory Processing Not enough data Not enough data Data Mapping Not enough data Not enough data Big Data Processing and Distribution[Hide 10 FeaturesShow 10 Features](javascript:void(0);) 8.6 36 9.1 120 Database Real-Time Data Collection 8.1 14 9.0(won by 0.9) 102 (There is a greater than 0.5 difference between this product's rating and its competitors) Data Distribution 8.8 15 9.3(won by 0.5) 105 (There is a greater than 0.5 difference between this product's rating and its competitors) Data Lake 8.7 15 9.3(won by 0.6) 98 (There is a greater than 0.5 difference between this product's rating and its competitors) Integrations Hadoop Integration 9.2(won by 0.5) 18 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.7 79 Spark Integration 8.6 13 8.7(won by 0.1) 85 Platform Machine Scaling 8.9 14 9.1(won by 0.2) 95 Data Preparation 8.3 15 9.0(won by 0.7) 100 (There is a greater than 0.5 difference between this product's rating and its competitors) Spark Integration 8.6 13 8.7(won by 0.1) 85 Processing Cloud Processing 8.4 18 9.3(won by 0.9) 100 (There is a greater than 0.5 difference between this product's rating and its competitors) Workload Processing 8.6 18 9.1(won by 0.5) 98 (There is a greater than 0.5 difference between this product's rating and its competitors) Big Data Analytics[Hide 49 FeaturesShow 49 Features](javascript:void(0);) 8.5 14 9.0 108 Data Transformation Real-Time Analytics 7.2 12 | Verified 9.2(won by 2.0) 96 (There is a greater than 0.5 difference between this product's rating and its competitors) Data Querying 8.8 8 | Verified 9.4(won by 0.6) 96 (There is a greater than 0.5 difference between this product's rating and its competitors) Reporting/Analytics Not enough data Not enough data Predictive Analytics Not enough data Not enough data Visual Analytics Not enough data Not enough data Connectivity Hadoop Integration 8.8(won by 0.2) 13 | Verified 8.6 82 Spark Integration 8.9(won by 0.2) 12 | Verified 8.7 83 Multi-Source Analysis 8.8 12 | Verified 9.1(won by 0.3) 86 Data Lake 9.2(won by 0.1) 12 | Verified 9.1 88 Real-Time Data Not enough data Not enough data Data Capture and Transfer Not enough data Not enough data Trend Analysis Not enough data Not enough data What-if Analysis Not enough data Not enough data Statistical Analysis Not enough data Not enough data Data Blending Not enough data Not enough data Ad hoc Analysis Not enough data Not enough data Third-Party Integrations Not enough data Not enough data Operations Data Visualization 7.9 11 | Verified 8.7(won by 0.8) 92 (There is a greater than 0.5 difference between this product's rating and its competitors) Data Workflow 8.2 12 | Verified 9.2(won by 1.0) 88 (There is a greater than 0.5 difference between this product's rating and its competitors) Governed Discovery 8.3 10 | Verified 8.9(won by 0.6) 80 (There is a greater than 0.5 difference between this product's rating and its competitors) Embedded Analytics 8.3 9 8.8(won by 0.5) 84 (There is a greater than 0.5 difference between this product's rating and its competitors) Notebooks 8.9(won by 0.1) 6 | Verified 8.8 84 Data Discovery Not enough data Not enough data Additional Functionality Data Warehousing Not enough data Not enough data Drag & Drop Not enough data Not enough data Activity Dashboard Not enough data Not enough data Data Connectors Not enough data Not enough data Ad hoc Reporting Not enough data Not enough data Customizable Reports Not enough data Not enough data Alerts/Escalation Not enough data Not enough data Templates Not enough data Not enough data Forecasting Not enough data Not enough data Data Migration Not enough data Not enough data Data Transformation Not enough data Not enough data Access Controls/Permissions Not enough data Not enough data API Not enough data Not enough data Data Cleansing Not enough data Not enough data Data Synchronization Not enough data Not enough data AI Copilot Not enough data Not enough data Dashboard Creation Not enough data Not enough data Data Extraction Not enough data Not enough data Data Security Not enough data Not enough data SSL Security Not enough data Not enough data Collaboration Tools Not enough data Not enough data No-Code Not enough data Not enough data High Volume Processing Not enough data Not enough data Database Support Not enough data Not enough data Search/Filter Not enough data Not enough data Generative AI Not enough data Not enough data Analytics Platforms[Hide 136 FeaturesShow 136 Features](javascript:void(0);) 6.7 57 Not enough data Reports Reports Interface 7.1(won by default) 13 Not enough data Steps to Answer 6.1(won by default) 11 Not enough data Graphs and Charts 7.1(won by default) 12 Not enough data Score Cards 5.9(won by default) 9 Not enough data Dashboards 6.7(won by default) 14 Not enough data Customizable Reports Not enough data Not enough data Marketing Reports Not enough data Not enough data Sales Reports Not enough data Not enough data Activity Dashboard Not enough data Not enough data Interactive Reports Not enough data Not enough data Customizable Reports Not enough data Not enough data Customizable Reports Not enough data Not enough data Activity Dashboard Not enough data Not enough data Customizable Dashboard Not enough data Not enough data Data Preparation Connectors Not enough data Not enough data Data Governance Not enough data Not enough data Data Modeling and Blending Data Querying Not enough data Not enough data Data Filtering Not enough data Not enough data Data Blending Not enough data Not enough data Data Capture and Transfer Not enough data Not enough data Generative AI AI Text Generation Not enough data Not enough data AI Text Summarization Not enough data Not enough data Generative AI Not enough data Not enough data Agentic AI - Analytics Platforms Autonomous Task Execution Not enough data Not enough data Multi-step Planning Not enough data Not enough data Cross-system Integration Not enough data Not enough data Adaptive Learning Not enough data Not enough data Natural Language Interaction Not enough data Not enough data Proactive Assistance Not enough data Not enough data Decision Making Not enough data Not enough data Third-Party Integrations Not enough data Not enough data Self Service Calculated Fields 6.2(won by default) 11 Not enough data Data Column Filtering 6.7(won by default) 10 Not enough data Data Discovery 6.5(won by default) 12 Not enough data Search 6.8(won by default) 10 Not enough data Collaboration / Workflow 6.2(won by default) 10 Not enough data Automodeling 6.0(won by default) 7 Not enough data Natural Language Search Not enough data Not enough data Visual Discovery Not enough data Not enough data Data Blending Not enough data Not enough data Data Blending Not enough data Not enough data Deployment & Integration - Analytics Platforms No-code Dashboard Builder Not enough data Not enough data Report Scheduling and Automation Not enough data Not enough data Embedded Analytics and White-labeling Not enough data Not enough data Data Source Connectivity Not enough data Not enough data Multiple Data Sources Not enough data Not enough data Query Builder Not enough data Not enough data Advanced Analytics Predictive Analytics 7.4(won by default) 13 Not enough data Data Visualization 6.7(won by default) 13 Not enough data Big Data Services 8.4(won by default) 17 Not enough data Real-Time Analytics Not enough data Not enough data Reporting/Analytics Not enough data Not enough data Real-Time Analytics Not enough data Not enough data Reporting/Analytics Not enough data Not enough data Visual Analytics Not enough data Not enough data Performance & Scalability - Analytics Platforms Large data handling and Query Speed Not enough data Not enough data Concurrent User Support Not enough data Not enough data Database Support Not enough data Not enough data Advanced Analytics & Modeling - Analytics Platforms Data Modeling and Governance Not enough data Not enough data Notebook and Script Integration Not enough data Not enough data Built-in Predictive and Statistical Models Not enough data Not enough data Agentic AI Capabilities - Analytics Platforms Auto-generated Insights and Narratives Not enough data Not enough data Natural Language Queries Not enough data Not enough data Proactive KPI Monitoring and Alerts Not enough data Not enough data AI Agents for Analytical Follow-ups Not enough data Not enough data Personalized Intelligence - Analytics Platforms Behavioral Learning for Contextual Query Refinement Not enough data Not enough data Role-based Insight Personalization Not enough data Not enough data Conversational and Prompt-based Analytics Not enough data Not enough data Ad hoc Query Not enough data Not enough data Visual Analytics Not enough data Not enough data Building Reports Data Transformation 8.5(won by default) 24 Not enough data Data Modeling 8.1(won by default) 25 Not enough data WYSIWYG Report Design 6.9(won by default) 13 Not enough data Integration APIs 7.9(won by default) 20 Not enough data Third-Party Integrations 8.3(won by default) 6 Not enough data Third-Party Integrations 8.3(won by default) 6 Not enough data Real-Time Data Not enough data Not enough data Real-Time Data Not enough data Not enough data Additional Functionality Drag & Drop Not enough data Not enough data Secure Data Storage Not enough data Not enough data Data Import/Export Not enough data Not enough data Customizable Branding Not enough data Not enough data Dashboard Creation Not enough data Not enough data Access Controls/Permissions Not enough data Not enough data Real-Time Reporting Not enough data Not enough data Metadata Management Not enough data Not enough data Forecasting Not enough data Not enough data Data Storage Management Not enough data Not enough data Ad hoc Analysis Not enough data Not enough data Ad hoc Reporting Not enough data Not enough data Data Migration Not enough data Not enough data AI Copilot Not enough data Not enough data Self Service Data Preparation Not enough data Not enough data Search/Filter Not enough data Not enough data Data Mapping Not enough data Not enough data Monitoring Not enough data Not enough data Sentiment Analysis Not enough data Not enough data User Management Not enough data Not enough data Sales Trend Analysis Not enough data Not enough data Charting Not enough data Not enough data Reporting & Statistics Not enough data Not enough data Performance Metrics Not enough data Not enough data Alerts/Notifications Not enough data Not enough data Data Extraction Not enough data Not enough data Widgets Not enough data Not enough data Storytelling Not enough data Not enough data Trend Analysis Not enough data Not enough data Collaboration Tools Not enough data Not enough data Financing Management Not enough data Not enough data Self-service Analytics Not enough data Not enough data KPI Monitoring Not enough data Not enough data Dashboard Not enough data Not enough data API Not enough data Not enough data Data Integration Not enough data Not enough data Scorecards Not enough data Not enough data Data Management Not enough data Not enough data Task Management Not enough data Not enough data Progress Tracking Not enough data Not enough data Data Connectors Not enough data Not enough data Data Visualization Not enough data Not enough data Profitability Analysis Not enough data Not enough data Project Tracking Not enough data Not enough data Strategic Planning Not enough data Not enough data Goal Setting/Tracking Not enough data Not enough data Publishing/Sharing Not enough data Not enough data Predictive Analytics Not enough data Not enough data Real-Time Monitoring Not enough data Not enough data Templates Not enough data Not enough data Mobile Access Not enough data Not enough data Customizable Templates Not enough data Not enough data Workflow Management Not enough data Not enough data Financial Reporting Not enough data Not enough data Audit Management Not enough data Not enough data OLAP Not enough data Not enough data Single Sign On Not enough data Not enough data Data Synchronization Not enough data Not enough data Machine Learning Data Catalog[Hide 54 FeaturesShow 54 Features](javascript:void(0);) 8.9 11 Not enough data Data Governance User Access Management 8.8(won by default) 10 Not enough data Dynamic Data Masking 8.8(won by default) 8 Not enough data Data Lineage 8.8(won by default) 8 Not enough data Workflow Management Not enough data Not enough data Data Preparation Search 9.2(won by default) 10 Not enough data Data Quality and Cleansing 9.4(won by default) 9 Not enough data Data Transformation 9.7(won by default) 10 Not enough data Data Modeling 8.9(won by default) 9 Not enough data Collaboration Commenting 8.5(won by default) 8 Not enough data Profiling and Classification 8.9(won by default) 9 Not enough data Business and Data Glossary 8.9(won by default) 9 Not enough data Metadata Management 9.1(won by default) 9 Not enough data Master Data Management Not enough data Not enough data Data Storage Management Not enough data Not enough data Data Management Not enough data Not enough data Artificial Intelligence Machine Learning Recommendations 9.5(won by default) 10 Not enough data Natural Language Query 9.1(won by default) 9 Not enough data Automatic Data Cleansing 8.7(won by default) 9 Not enough data Generative AI AI Text Generation 8.1(won by default) 9 Not enough data AI Text Summarization 8.5(won by default) 9 Not enough data Generative AI Not enough data Not enough data Agentic AI - Machine Learning Data Catalog Autonomous Task Execution Not enough data Not enough data Multi-step Planning Not enough data Not enough data Cross-system Integration Not enough data Not enough data Adaptive Learning Not enough data Not enough data Decision Making Not enough data Not enough data Third-Party Integrations Not enough data Not enough data Additional Functionality Metadata Extraction Not enough data Not enough data Automatic Backup Not enough data Not enough data Search/Filter Not enough data Not enough data Collaboration Tools Not enough data Not enough data Activity Tracking Not enough data Not enough data Authentication Not enough data Not enough data Data Security Not enough data Not enough data Data Mapping Not enough data Not enough data Archiving & Retention Not enough data Not enough data Data Discovery Not enough data Not enough data Data Catalog Not enough data Not enough data Multiple Data Sources Not enough data Not enough data Categorization/Grouping Not enough data Not enough data AI Copilot Not enough data Not enough data Reporting/Analytics Not enough data Not enough data Tagging Not enough data Not enough data Drag & Drop Not enough data Not enough data Activity Dashboard Not enough data Not enough data Role-Based Permissions Not enough data Not enough data Single Sign On Not enough data Not enough data Data Governance Not enough data Not enough data Content Library Not enough data Not enough data Data Synchronization Not enough data Not enough data Data Import/Export Not enough data Not enough data Access Controls/Permissions Not enough data Not enough data Data Visualization Not enough data Not enough data API Not enough data Not enough data MLOps Platforms[Hide 22 FeaturesShow 22 Features](javascript:void(0);) Not enough data 9.2 14 Deployment Language Flexibility Not enough data 9.2(won by default) 13 Framework Flexibility Not enough data 9.0(won by default) 13 Versioning Not enough data 9.1(won by default) 13 Ease of Deployment Not enough data 9.4(won by default) 13 Scalability Not enough data 9.4(won by default) 13 Deployment Language Flexibility Not enough data 9.4(won by default) 11 Framework Flexibility Not enough data 9.5(won by default) 11 Versioning Not enough data 9.5(won by default) 11 Ease of Deployment Not enough data 9.5(won by default) 11 Scalability Not enough data 9.4(won by default) 11 Management Cataloging Not enough data 9.0(won by default) 13 Monitoring Not enough data 9.0(won by default) 12 Governing Not enough data 9.2(won by default) 13 Model Registry Not enough data 9.1(won by default) 13 Operations Metrics Not enough data 8.9(won by default) 11 Infrastructure management Not enough data 8.9(won by default) 11 Collaboration Not enough data 9.5(won by default) 11 Management Cataloging Not enough data 9.2(won by default) 11 Monitoring Not enough data 9.3(won by default) 10 Governing Not enough data 8.8(won by default) 11 Generative AI AI Text Generation Not enough data 8.6(won by default) 11 AI Text Summarization Not enough data 8.5(won by default) 11 Data Fabric[Hide 15 FeaturesShow 15 Features](javascript:void(0);) 7.3 7 Not enough data Data Management Data Integration 7.1(won by default) 7 Not enough data Data Discovery 7.4(won by default) 7 Not enough data Multi - Platform 7.1(won by default) 7 Not enough data Metadata 7.6(won by default) 7 Not enough data Analytics Data Analytics 6.9(won by default) 7 Not enough data Security Compliance 6.9(won by default) 7 Not enough data Governance 7.9(won by default) 7 Not enough data Data Protection 7.6(won by default) 7 Not enough data Generative AI AI Text Generation 7.4(won by default) 7 Not enough data AI Text Summarization 6.7(won by default) 7 Not enough data Agentic AI - Data Fabric Autonomous Task Execution Not enough data Not enough data Multi-step Planning Not enough data Not enough data Cross-system Integration Not enough data Not enough data Adaptive Learning Not enough data Not enough data Decision Making Not enough data Not enough data Database Management Systems (DBMS)[Hide 48 FeaturesShow 48 Features](javascript:void(0);) Not enough data 9.2 110 Management Data dictionary Not enough data 9.0(won by default) 87 Data Replication Not enough data 9.1(won by default) 88 Query Language Not enough data 9.4(won by default) 94 Data Modeling Not enough data 9.0(won by default) 92 Performance Analysis Not enough data 9.1(won by default) 91 Data Synchronization Not enough data Not enough data Real-Time Data Not enough data Not enough data Data Storage Management Not enough data Not enough data Maintenance Data Migration Not enough data 9.3(won by default) 90 Backup and Recovery Not enough data 9.0(won by default) 89 Multi-User Environment Not enough data 9.3(won by default) 93 Automatic Backup Not enough data Not enough data Database Conversion Not enough data Not enough data Security Data Encryption Not enough data 9.3(won by default) 90 User Access Control Not enough data 9.2(won by default) 95 Mobile Access Not enough data Not enough data Additional Functionality Workflow Management Not enough data Not enough data Third-Party Integrations Not enough data Not enough data Data Extraction Not enough data Not enough data Relational Database Management Not enough data Not enough data SSL Security Not enough data Not enough data API Not enough data Not enough data Data Connectors Not enough data Not enough data Search/Filter Not enough data Not enough data Reporting & Statistics Not enough data Not enough data Customizable Templates Not enough data Not enough data AI Copilot Not enough data Not enough data Full Text Search Not enough data Not enough data Data Virtualization Not enough data Not enough data Data Import/Export Not enough data Not enough data Generative AI Not enough data Not enough data Drag & Drop Not enough data Not enough data Customizable Fields Not enough data Not enough data Authentication Not enough data Not enough data Data Visualization Not enough data Not enough data Secure Data Storage Not enough data Not enough data Activity Dashboard Not enough data Not enough data Data Mapping Not enough data Not enough data Multiple Programming Languages Supported Not enough data Not enough data Data Capture and Transfer Not enough data Not enough data User Management Not enough data Not enough data NOSQL Database Management Not enough data Not enough data Access Controls/Permissions Not enough data Not enough data Calendar Management Not enough data Not enough data Real-Time Monitoring Not enough data Not enough data Document Storage Not enough data Not enough data Audit Management Not enough data Not enough data Charting Not enough data Not enough data Relational Databases[Hide 24 FeaturesShow 24 Features](javascript:void(0);) 8.8 20 Not enough data Management Data Schema 8.8(won by default) 11 Not enough data Query Language 9.4(won by default) 11 Not enough data ACID - Complaint 9.4(won by default) 8 Not enough data Data Replication 9.4(won by default) 9 Not enough data Support Text Search 8.0(won by default) 11 Not enough data Data Types 8.5(won by default) 11 Not enough data Languages 8.7(won by default) 10 Not enough data Operating Systems 8.0(won by default) 10 Not enough data Security Database Locking 9.0(won by default) 10 Not enough data Access Control 9.2(won by default) 10 Not enough data Encryption 8.7(won by default) 9 Not enough data Authentication 9.0(won by default) 10 Not enough data Performance Disaster Recovery 8.8(won by default) 8 Not enough data Data Concurrency 8.9(won by default) 9 Not enough data Workload Management 8.7(won by default) 9 Not enough data Advanced Indexing 8.7(won by default) 9 Not enough data Query Optimizer 8.8(won by default) 10 Not enough data Database Features Storage 8.9(won by default) 19 Not enough data Availability 8.4(won by default) 19 Not enough data Stability 8.5(won by default) 17 Not enough data Scalability 9.0(won by default) 18 Not enough data Security 9.0(won by default) 16 Not enough data Data Manipulation 8.7(won by default) 17 Not enough data Query Language 9.2(won by default) 18 Not enough data Columnar Databases[Hide 12 FeaturesShow 12 Features](javascript:void(0);) Not enough data 9.2 53 Storage Data Model Not enough data 9.2(won by default) 46 Data Types Not enough data 9.2(won by default) 46 Availability Auto Sharding Not enough data 9.1(won by default) 41 Auto Recovery Not enough data 9.2(won by default) 39 Data Replication Not enough data 9.2(won by default) 43 Performance Integrated Cache Not enough data 9.2(won by default) 46 Security Role-Based Authorization Not enough data 9.1(won by default) 46 Authentication Not enough data 9.2(won by default) 47 Audit Logs Not enough data 9.0(won by default) 40 Encryption Not enough data 9.2(won by default) 40 Support Multi-Model Not enough data 9.3(won by default) 38 Operating Systems Not enough data 9.2(won by default) 37 Data Clean Room[Hide 2 FeaturesShow 2 Features](javascript:void(0);) Not enough data 9.2 28 Centralized computation Centralized Computation Not enough data 9.3(won by default) 27 Localized computation Localized computation Not enough data 9.0(won by default) 26 Big Data[Hide 17 FeaturesShow 17 Features](javascript:void(0);) 8.0 44 Not enough data Building Reports Data Transformation 8.5(won by default) 24 Not enough data Data Modeling 8.1(won by default) 25 Not enough data WYSIWYG Report Design 6.9(won by default) 13 Not enough data Integration APIs 7.9(won by default) 20 Not enough data Third-Party Integrations 8.3(won by default) 6 Not enough data Third-Party Integrations 8.3(won by default) 6 Not enough data Real-Time Data Not enough data Not enough data Real-Time Data Not enough data Not enough data Platform Mobile User Support Not enough data Not enough data Customization Not enough data Not enough data User, Role, and Access Management Not enough data Not enough data Internationalization Not enough data Not enough data Sandbox / Test Environments Not enough data Not enough data Performance and Reliability Not enough data Not enough data Breadth of Partner Applications Not enough data Not enough data Mobile Access Not enough data Not enough data Metadata Management Not enough data Not enough data Show 7 feature categories with incomplete data Artificial Intelligence[Hide 37 FeaturesShow 37 Features](javascript:void(0);) Not enough data Not enough data Additional Functionality Tagging Not enough data Not enough data Natural Language Processing Not enough data Not enough data Data Extraction Not enough data Not enough data Multi-Language Not enough data Not enough data Predictive Analytics Not enough data Not enough data Drag & Drop Not enough data Not enough data Speech Recognition Not enough data Not enough data Reporting/Analytics Not enough data Not enough data Data Storage Management Not enough data Not enough data Virtual Personal Assistant (VPA) Not enough data Not enough data AI Copilot Not enough data Not enough data Customer Segmentation Not enough data Not enough data Collaboration Tools Not enough data Not enough data Data Import/Export Not enough data Not enough data Generative AI Not enough data Not enough data For eCommerce Not enough data Not enough data Role-Based Permissions Not enough data Not enough data Customizable Branding Not enough data Not enough data Search/Filter Not enough data Not enough data Monitoring Not enough data Not enough data Document Management Not enough data Not enough data API Not enough data Not enough data Data Visualization Not enough data Not enough data Trend Analysis Not enough data Not enough data Machine Learning Not enough data Not enough data Access Controls/Permissions Not enough data Not enough data Alerts/Escalation Not enough data Not enough data Performance Metrics Not enough data Not enough data Real-Time Data Not enough data Not enough data Third-Party Integrations Not enough data Not enough data Mobile App Not enough data Not enough data Multiple Data Sources Not enough data Not enough data For Sales Teams/Organizations Not enough data Not enough data Sentiment Analysis Not enough data Not enough data Activity Dashboard Not enough data Not enough data Chatbot Not enough data Not enough data Workflow Automation Not enough data Not enough data Data Governance[Hide 70 FeaturesShow 70 Features](javascript:void(0);) Not enough data Not enough data Administration Data Modelling Not enough data Not enough data Recommendations Not enough data Not enough data Workflow Management Not enough data Not enough data Dashboards and Visualizations Not enough data Not enough data Configurable Workflow Not enough data Not enough data Rules-Based Workflow Not enough data Not enough data Management Business Glossary Not enough data Not enough data Data Discovery Not enough data Not enough data Data Profililng Not enough data Not enough data Reporting and Visualization Not enough data Not enough data Data Lineage Not enough data Not enough data Data Visualization Not enough data Not enough data Compliance Sensitive Data Compliance Not enough data Not enough data Training and Guidelines Not enough data Not enough data Policy Enforcement Not enough data Not enough data Compliance Monitoring Not enough data Not enough data Real-Time Monitoring Not enough data Not enough data Security Access Control Not enough data Not enough data Roles Management Not enough data Not enough data Compliance Management Not enough data Not enough data Deletion Management Not enough data Not enough data Access Controls/Permissions Not enough data Not enough data User Management Not enough data Not enough data Process Management Not enough data Not enough data Audit Management Not enough data Not enough data Metadata Management Not enough data Not enough data Data Quality Data Preparation Not enough data Not enough data Data Distribution Not enough data Not enough data Data Unification Not enough data Not enough data Maintainence Data Quality Management Not enough data Not enough data Policy Management Not enough data Not enough data Data Storage Management Not enough data Not enough data Generative AI AI Text Generation Not enough data Not enough data AI Text Summarization Not enough data Not enough data Generative AI Not enough data Not enough data Agentic AI - Data Governance Autonomous Task Execution Not enough data Not enough data Multi-step Planning Not enough data Not enough data Cross-system Integration Not enough data Not enough data Adaptive Learning Not enough data Not enough data Natural Language Interaction Not enough data Not enough data Decision Making Not enough data Not enough data Third-Party Integrations Not enough data Not enough data Active Directory Integration Not enough data Not enough data Additional Functionality AI Copilot Not enough data Not enough data Reporting & Statistics Not enough data Not enough data Data Migration Not enough data Not enough data Archiving & Retention Not enough data Not enough data Data Capture and Transfer Not enough data Not enough data Audit Trail Not enough data Not enough data Data Synchronization Not enough data Not enough data Single Sign On Not enough data Not enough data Customizable Reports Not enough data Not enough data Data Profiling Not enough data Not enough data Authentication Not enough data Not enough data Role-Based Permissions Not enough data Not enough data Tagging Not enough data Not enough data Secure Data Storage Not enough data Not enough data Data Security Not enough data Not enough data HIPAA Compliant Not enough data Not enough data SSL Security Not enough data Not enough data Risk Assessment Not enough data Not enough data Data Mapping Not enough data Not enough data Search/Filter Not enough data Not enough data Self Service Portal Not enough data Not enough data Multiple Data Sources Not enough data Not enough data Document Storage Not enough data Not enough data API Not enough data Not enough data Activity Tracking Not enough data Not enough data Automatic Backup Not enough data Not enough data Visual Analytics Not enough data Not enough data ETL Tools[Hide 57 FeaturesShow 57 Features](javascript:void(0);) Not enough data Not enough data Management Reporting Not enough data Not enough data Auditing Not enough data Not enough data Functionality Extraction Not enough data Not enough data Transformation Not enough data Not enough data Loading Not enough data Not enough data Automation Not enough data Not enough data Scalability Not enough data Not enough data Non-Relational Transformations Not enough data Not enough data Data Extraction Not enough data Not enough data Additional Functionality Data Mapping Not enough data Not enough data Monitoring Not enough data Not enough data Charting Not enough data Not enough data Integration Management Not enough data Not enough data Reporting/Analytics Not enough data Not enough data Ad hoc Analysis Not enough data Not enough data Access Controls/Permissions Not enough data Not enough data API Not enough data Not enough data Match & Merge Not enough data Not enough data Real-Time Monitoring Not enough data Not enough data Metadata Management Not enough data Not enough data Pipeline Management Not enough data Not enough data Job Scheduling Not enough data Not enough data Dashboard Creation Not enough data Not enough data Data Storage Management Not enough data Not enough data Multiple Data Sources Not enough data Not enough data Data Import/Export Not enough data Not enough data Generative AI Not enough data Not enough data Data Quality Control Not enough data Not enough data Data Connectors Not enough data Not enough data Customizable Reports Not enough data Not enough data Single Sign On Not enough data Not enough data Version Control Not enough data Not enough data Visual Analytics Not enough data Not enough data Accounting Integration Not enough data Not enough data Real-Time Data Not enough data Not enough data eCommerce Management Not enough data Not enough data AI Copilot Not enough data Not enough data CRM Not enough data Not enough data Data Visualization Not enough data Not enough data SSL Security Not enough data Not enough data Search/Filter Not enough data Not enough data Real-Time Analytics Not enough data Not enough data Data Capture and Transfer Not enough data Not enough data Collaboration Tools Not enough data Not enough data Performance Management Not enough data Not enough data Data Synchronization Not enough data Not enough data Drag & Drop Not enough data Not enough data Data Replication Not enough data Not enough data Activity Dashboard Not enough data Not enough data Database Support Not enough data Not enough data Workflow Management Not enough data Not enough data Alerts/Notifications Not enough data Not enough data Predictive Analytics Not enough data Not enough data Data Migration Not enough data Not enough data Third-Party Integrations Not enough data Not enough data Reporting & Statistics Not enough data Not enough data Data Analysis Tools Not enough data Not enough data Key Value Databases[Hide 12 FeaturesShow 12 Features](javascript:void(0);) Not enough data Not enough data Data Management Data Model Not enough data Not enough data Data Types Not enough data Not enough data Availability Auto Sharding Not enough data Not enough data Auto Recovery Not enough data Not enough data Data Replication Not enough data Not enough data Performance Integrated Cache Feature Not Available Not enough data Security Role-Based Authorization Not enough data Not enough data Authentication Not enough data Not enough data Audit Logs Feature Not Available Not enough data Encryption Not enough data Not enough data Support Multi-Model Not enough data Not enough data Operating Systems Not enough data Not enough data DataOps Platforms[Hide 17 FeaturesShow 17 Features](javascript:void(0);) Not enough data Not enough data Data Management Data Integration Not enough data Not enough data Metadata Not enough data Not enough data Self-service Not enough data Not enough data Automated workflows Not enough data Not enough data Agentic AI - DataOps Platforms Autonomous Task Execution Not enough data Not enough data Multi-step Planning Not enough data Not enough data Cross-system Integration Not enough data Not enough data Adaptive Learning Not enough data Not enough data Decision Making Not enough data Not enough data Analytics Analytics capabilities Not enough data Not enough data Dasboard visualizations Not enough data Not enough data Monitoring and Management Data Observability Not enough data Not enough data Testing capabilities Not enough data Not enough data Cloud Deployment Hybrid cloud support Not enough data Not enough data Cloud migration capabilities Not enough data Not enough data Generative AI AI Text Generation Not enough data Not enough data AI Text Summarization Not enough data Not enough data Active Metadata Management[Hide 47 FeaturesShow 47 Features](javascript:void(0);) Not enough data Not enough data Data management Metadata Management Not enough data Not enough data Automation Features Not enough data Not enough data Collaboration Not enough data Not enough data Data Lineage Not enough data Not enough data Data Discovery Not enough data Not enough data Reporting Intelligent Insights Not enough data Not enough data Actionable Insights Not enough data Not enough data Dashboards Not enough data Not enough data Generative AI AI Text Generation Not enough data Not enough data AI Text Summarization Not enough data Not enough data Additional Functionality Metadata Management Not enough data Not enough data Data Lineage Not enough data Not enough data Data Discovery Not enough data Not enough data Data Governance Not enough data Not enough data Data Aggregation Not enough data Not enough data Compliance Management Not enough data Not enough data Search/Filter Not enough data Not enough data AI Copilot Not enough data Not enough data Data Migration Not enough data Not enough data Configurable Workflow Not enough data Not enough data Workflow Management Not enough data Not enough data Archiving & Retention Not enough data Not enough data Policy Metadata Management Not enough data Not enough data Tagging Not enough data Not enough data Third-Party Integrations Not enough data Not enough data Big Data Analytics Not enough data Not enough data Data Security Not enough data Not enough data Metadata Extraction Not enough data Not enough data Data Integration Not enough data Not enough data Dashboard Not enough data Not enough data Generative AI Not enough data Not enough data Data Catalog Not enough data Not enough data Data Profiling Not enough data Not enough data Data Connectors Not enough data Not enough data Data Visualization Not enough data Not enough data Reporting/Analytics Not enough data Not enough data Data Glossary Not enough data Not enough data Data Quality Control Not enough data Not enough data Data Management Not enough data Not enough data Data Sampling Not enough data Not enough data Data Modeling Not enough data Not enough data Data Mapping Not enough data Not enough data Data Dictionary Management Not enough data Not enough data Secure Data Storage Not enough data Not enough data Version Control Not enough data Not enough data Document Database Not enough data Not enough data Access Control Not enough data Not enough data NoSQL Databases[Hide 7 FeaturesShow 7 Features](javascript:void(0);) Not enough data Not enough data Database Features Storage 8.9(won by default) 19 Not enough data Availability 8.4(won by default) 19 Not enough data Stability 8.5(won by default) 17 Not enough data Scalability 9.0(won by default) 18 Not enough data Security 9.0(won by default) 16 Not enough data Data Manipulation 8.7(won by default) 17 Not enough data Query Language 9.2(won by default) 18 Not enough data User Insights Reviewers' Company Size [![Cloudera](https://images.g2crowd.com/uploads/product/hd_favicon/dcfb9e6879febb34cef773ddde921835/cloudera.svg "Cloudera")](https://www.g2.com/products/cloudera/reviews) Cloudera Small-Business(50 or fewer emp.) 34.7% Mid-Market(51-1000 emp.) 25.8% Enterprise(\> 1000 emp.) 39.5% [![Snowflake](https://images.g2crowd.com/uploads/product/hd_favicon/1544409170/snowflake.svg "Snowflake")](https://www.g2.com/products/snowflake/reviews) Snowflake Small-Business(50 or fewer emp.) 13.0% Mid-Market(51-1000 emp.) 44.8% Enterprise(\> 1000 emp.) 42.3% Small-Business (50 or fewer emp.) 34.7% 13.0% Mid-Market (51-1000 emp.) 25.8% 44.8% Enterprise (\> 1000 emp.) 39.5% 42.3% Reviewers' Industry [![Cloudera](https://images.g2crowd.com/uploads/product/hd_favicon/dcfb9e6879febb34cef773ddde921835/cloudera.svg "Cloudera")](https://www.g2.com/products/cloudera/reviews) Cloudera Information Technology and Services 21.9% Computer Software 13.1% Banking 12.0% Financial Services 6.6% Consulting 4.4% Other 42.1% [![Snowflake](https://images.g2crowd.com/uploads/product/hd_favicon/1544409170/snowflake.svg "Snowflake")](https://www.g2.com/products/snowflake/reviews) Snowflake Information Technology and Services 15.2% Computer Software 14.0% Financial Services 10.2% Marketing and Advertising 4.7% Hospital & Health Care 3.3% Other 52.6% FAQs ## Cloudera vs Snowflake FAQs Generated using AI Last updated: August 14, 2026 ### What is the difference between Cloudera vs Snowflake? Snowflake stands out from Cloudera with higher reviewer ratings, stronger ease of use, and a larger review base, while Cloudera is more prominent in the enterprise segment. | | [Cloudera](https://www.g2.com/products/cloudera/reviews) | [Snowflake](https://www.g2.com/products/snowflake/reviews) | | --- | --- | --- | | G2 Rating (reviews) | 4.1/5 (136 reviews) | 4.6/5 (763 reviews) | | Largest Segment | Enterprise | Mid-Market | | Ease of Setup score | 8.1 | 9.0 | | Quality of Support score | 8.0 | 8.7 | | Top Reviewer-Cited Strength | Ease of Use (22 all-time mentions) | — | ### How do the pricing models of Cloudera and Snowflake compare? Snowflake is rated higher for value, with a stronger Price/Cost satisfaction score than Cloudera. - **Cloudera:** In recent reviews, many reviewers cite Cloudera as expensive, with 16 all-time mentions of high cost and several noting it is costly compared to alternatives. - **Snowflake:** Reviewers highlight Snowflake's pay-as-you-go model as market competitive, but also note that costs can spike if not monitored, with cost management requiring attention. ### What are the best alternatives to Cloudera and Snowflake? Databricks, Teradata Autonomous Knowledge Platform, and Snowflake are the top alternatives to Cloudera. | Product | G2 Rating (reviews) | Largest Segment | Pricing Insight | Top Reviewer-Cited Strength | | --- | --- | --- | --- | --- | | [Cloudera](https://www.g2.com/products/cloudera/reviews) | 4.1/5 (136 reviews) | Enterprise | Many reviewers cite high cost and complexity | Ease of Use (22 all-time mentions) | | [Snowflake](https://www.g2.com/products/snowflake/reviews) | 4.6/5 (763 reviews) | Mid-Market | Pay-as-you-go model, but cost spikes possible if not monitored | Ease of Use and Integrations (recent reviews) | | [Databricks](https://www.g2.com/products/databricks/reviews) | 4.6/5 (1366 reviews) | Enterprise | — | — | | [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) | 4.3/5 (376 reviews) | Enterprise | — | — | ### Which Big Data Processing and Distribution features should I prioritize when comparing Cloudera and Snowflake? Buyers should prioritize ease of use, scalability, security, integrations, and cost when comparing Cloudera and Snowflake. - **Ease of Use:** Cloudera (8.3), Snowflake (9.0); 22 all-time mentions for Cloudera. - **Scalability:** Cloudera (17 all-time mentions); Snowflake reviewers frequently cite elastic scaling and workload isolation. - **Security:** Cloudera (9 all-time mentions); Snowflake reviewers highlight secure data sharing and governance features. - **Integrations:** Cloudera (6 all-time mentions for easy integrations); Snowflake reviewers cite strong integration with Tableau (31 all-time mentions) and Looker (11 all-time mentions). - **Cost:** Cloudera (16 all-time mentions as expensive); Snowflake reviewers note cost spikes and the need for careful monitoring. ### What are the pros and cons of Cloudera vs Snowflake? Cloudera's headline strength is ease of use, while Snowflake's is ease of use and integrations. - **Cloudera strengths:** Ease of Use (22 all-time mentions), Scalability (17), Security (9), Data Management (8), Automation (6), Easy Integrations (6), Customer Support (6). - **Cloudera trade-offs:** Expensive (16 all-time mentions), Complexity (7), Difficult Learning (5), Poor Documentation (4). - **Snowflake strengths:** Reviewers highlight ease of use, strong integrations with Tableau and Looker, elastic scaling, and secure data sharing. - **Snowflake trade-offs:** Reviewers note cost spikes if not monitored, a learning curve for advanced features, and the need for careful cost management. ### Is Cloudera or Snowflake better for small businesses? Snowflake is better suited for small businesses, as its largest reviewer segment is Mid-Market and reviewers highlight ease of use and straightforward setup. - **Cloudera:** Largest segment is Enterprise; reviewers note complexity and higher cost, which may be less ideal for small businesses. - **Snowflake:** Largest segment is Mid-Market; reviewers consistently cite ease of use, fast setup, and strong integrations as advantages for smaller teams. ### Which Big Data Processing and Distribution platform has better integrations? Snowflake is favored for integrations, with more reviewer-cited integrations and higher all-time mention counts. - **Cloudera:** Integrates with Spark (16 all-time mentions) and Impala (7 all-time mentions). - **Snowflake:** Integrates with Tableau (31 all-time mentions), Looker (11 all-time mentions), and Airtable (recent reviews). ### How do Cloudera and Snowflake compare on customer support? Snowflake leads Cloudera in Quality of Support by a material margin, with scores of 8.7 vs 8.0. - **Cloudera:** Reviewers mention customer support positively in 6 all-time mentions, but also cite areas for improvement in documentation and support responsiveness. - **Snowflake:** Reviewers consistently highlight efficient and helpful support, with several noting strong onboarding and technical assistance. ### Which is easier to implement, Cloudera or Snowflake? Snowflake is easier to implement than Cloudera, with a 0.9-point higher Ease of Setup score (9.0 vs 8.1). - **Cloudera:** Reviewers note setup can be complex, especially in hybrid environments, and mention a learning curve for new users. - **Snowflake:** Reviewers consistently describe fast, simple setup with minimal configuration and clear documentation, enabling teams to start quickly. ### Which product has better Cloud? Cloud is the most frequently mentioned feature across both Cloudera and Snowflake reviews. - **Cloudera:** Reviewers highlight cloud platform capabilities, hybrid cloud support, and multi-cloud environment compatibility; 4 all-time mentions for Easy Setup and 17 for Scalability. - **Snowflake:** Reviewers consistently cite cloud-native architecture, elastic scaling, and strong performance in cloud environments; 9.0 Ease of Setup score and frequent mentions of cloud storage and compute separation. Alternatives **Cloudera Alternatives** ![Databricks](https://images.g2crowd.com/uploads/product/hd_favicon/135d1c9e39e19ef56dc8d0bf90fce20f/databricks.svg "Databricks") [ Databricks ](/products/databricks/reviews) ![Teradata Autonomous Knowledge Platform](https://images.g2crowd.com/uploads/product/hd_favicon/18effe7340087cf76270e479644d3e42/teradata-autonomous-knowledge-platform.svg "Teradata Autonomous Knowledge Platform") [ Teradata Autonomous Knowledge Platform ](/products/teradata-autonomous-knowledge-platform/reviews) ![Google Cloud BigQuery](https://images.g2crowd.com/uploads/product/hd_favicon/875b8a68eca98ce3458f26e9dd34cdf9/google-cloud-bigquery.svg "Google Cloud BigQuery") [ BigQuery ](/products/google-cloud-bigquery/reviews) ![Amazon Redshift](https://images.g2crowd.com/uploads/product/hd_favicon/1528476479/amazon-redshift.svg "Amazon Redshift") [ Amazon Redshift ](/products/amazon-redshift/reviews) **Snowflake Alternatives** ![Databricks](https://images.g2crowd.com/uploads/product/hd_favicon/135d1c9e39e19ef56dc8d0bf90fce20f/databricks.svg "Databricks") [ Databricks ](/products/databricks/reviews) ![Google Cloud BigQuery](https://images.g2crowd.com/uploads/product/hd_favicon/875b8a68eca98ce3458f26e9dd34cdf9/google-cloud-bigquery.svg "Google Cloud BigQuery") [ BigQuery ](/products/google-cloud-bigquery/reviews) ![Teradata Autonomous Knowledge Platform](https://images.g2crowd.com/uploads/product/hd_favicon/18effe7340087cf76270e479644d3e42/teradata-autonomous-knowledge-platform.svg "Teradata Autonomous Knowledge Platform") [ Teradata Autonomous Knowledge Platform ](/products/teradata-autonomous-knowledge-platform/reviews) ![Alteryx](https://images.g2crowd.com/uploads/product/hd_favicon/5200f776b24b5976b8f7d151d1d2e8fd/alteryx.svg "Alteryx") [ Alteryx ](/products/alteryx/reviews)