Link copied to clipboard # Dataiku vs python-recsys Comparison - What are their main differences? Share [ Export ](/compare/dataiku/python-recsys/export.csv) Dataikupython-recsys[+ Add Product](#) Reviews **Dataiku** [ 4.4/5(266) ](https://www.g2.com/products/dataiku/reviews#reviews) **python-recsys** [ 4.5/5(14) ](https://www.g2.com/products/python-recsys/reviews#reviews) Pricing **Dataiku** Free Trial No pricing available **python-recsys** No pricing available **Pricing Insights** from reviews Time to Implement **Dataiku** 6 months Based on 8 responses **python-recsys** Not enough reviews yet Return on Investment **Dataiku** 14 months Based on 8 responses **python-recsys** Not enough reviews yet Perceived Cost **Dataiku** $$$$$ **python-recsys** Not enough reviews yet Average Discount **Dataiku** 10% **python-recsys** Not enough reviews yet Pros & Cons **Dataiku** [ Features (80) ](https://www.g2.com/products/dataiku/reviews?filters%5Bsentiment_snippet%5D=1516090&qs=pros-and-cons#reviews)[ Ease of Use (79) ](https://www.g2.com/products/dataiku/reviews?filters%5Bsentiment_snippet%5D=1516831&qs=pros-and-cons#reviews)[ Learning Curve (43) ](https://www.g2.com/products/dataiku/reviews?filters%5Bsentiment_snippet%5D=1517069&qs=pros-and-cons#reviews)[ Steep Learning Curve (25) ](https://www.g2.com/products/dataiku/reviews?filters%5Bsentiment_snippet%5D=1515723&qs=pros-and-cons#reviews) **python-recsys** Not enough data Integrations **Dataiku** [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_7c8d43b5b00c44acc1a3d106c9a36f4c/alation.png "Product Avatar Image") Alation ](https://www.g2.com/products/alation/reviews)[ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_a24662f01359618d7dff76f71598ff5c/alteryx-alteryx-designer-cloud.jpg "Product Avatar Image") Alteryx Designer Cloud ](https://www.g2.com/products/alteryx-alteryx-designer-cloud/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)[ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_a697fff464fa3e9e9509f963fc269fe1/anthropic-sdk.png "Product Avatar Image") Anthropic SDK ](https://www.g2.com/products/anthropic-sdk/reviews)[ View all ](https://www.g2.com/products/dataiku/integrations) **python-recsys** Not enough data Ratings Meets Requirements **Dataiku** 8.7 8.7198 **python-recsys** 8.5 8.512 Ease of Use **Dataiku** 8.6 8.6232 **python-recsys** 8.3 8.312 Ease of Setup **Dataiku** 8.1 8.1159 **python-recsys** 8.9 8.911 Ease of Admin **Dataiku** 8.0 8.064 **python-recsys** 9.2 9.210 Quality of Support **Dataiku** 8.5 8.5212 **python-recsys** 8.7 8.79 Has the product been a good partner in doing business? **Dataiku** 8.6 8.663 **python-recsys** 9.4 9.48 Product Direction (% positive) **Dataiku** 8.9 8.9188 **python-recsys** 6.1 6.112 Features Analytics Platforms[Hide 136 FeaturesShow 136 Features](javascript:void(0);) 8.1 108 Not enough data Reports Reports Interface 7.8(won by default) 78 Not enough data Steps to Answer 7.7(won by default) 78 Not enough data Graphs and Charts 7.6(won by default) 77 Not enough data Score Cards 7.5(won by default) 75 Not enough data Dashboards 7.6(won by default) 77 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 8.8(won by default) 68 Not enough data Data Governance 8.2(won by default) 64 Not enough data Data Modeling and Blending Data Querying 8.6(won by default) 63 Not enough data Data Filtering 8.6(won by default) 63 Not enough data Data Blending 8.7(won by default) 64 Not enough data Data Capture and Transfer Not enough data Not enough data Generative AI AI Text Generation 8.0(won by default) 52 Not enough data AI Text Summarization 8.0(won by default) 51 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 8.2(won by default) 77 Not enough data Data Column Filtering 8.6(won by default) 76 Not enough data Data Discovery 8.4(won by default) 76 Not enough data Search 8.0(won by default) 75 Not enough data Collaboration / Workflow 8.7(won by default) 75 Not enough data Automodeling 8.1(won by default) 75 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 8.4(won by default) 75 Not enough data Data Visualization 7.8(won by default) 78 Not enough data Big Data Services 8.1(won by default) 75 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) 95 Not enough data Data Modeling 8.6(won by default) 91 Not enough data WYSIWYG Report Design 7.8(won by default) 86 Not enough data Integration APIs 8.1(won by default) 90 Not enough data Real-Time Data Not enough data Not enough data Real-Time Data Not enough data Not enough data Third-Party Integrations Not enough data Not enough data Third-Party Integrations 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 MLOps Platforms[Hide 22 FeaturesShow 22 Features](javascript:void(0);) 8.5 18 Not enough data Deployment Language Flexibility 8.2(won by default) 16 Not enough data Framework Flexibility 8.8(won by default) 16 Not enough data Versioning 8.6(won by default) 16 Not enough data Ease of Deployment 9.0(won by default) 17 Not enough data Scalability 9.1(won by default) 16 Not enough data Deployment Language Flexibility 7.9(won by default) 13 Not enough data Framework Flexibility 8.6(won by default) 14 Not enough data Versioning 8.6(won by default) 14 Not enough data Ease of Deployment 9.0(won by default) 15 Not enough data Scalability 8.9(won by default) 14 Not enough data Management Cataloging 7.9(won by default) 15 Not enough data Monitoring 8.8(won by default) 16 Not enough data Governing 8.6(won by default) 16 Not enough data Model Registry 8.1(won by default) 15 Not enough data Operations Metrics 8.7(won by default) 15 Not enough data Infrastructure management 8.5(won by default) 14 Not enough data Collaboration 9.0(won by default) 15 Not enough data Management Cataloging 7.7(won by default) 13 Not enough data Monitoring 8.6(won by default) 14 Not enough data Governing 8.1(won by default) 14 Not enough data Generative AI AI Text Generation 8.6(won by default) 7 Not enough data AI Text Summarization 8.6(won by default) 7 Not enough data Data Science and Machine Learning Platforms[Hide 75 FeaturesShow 75 Features](javascript:void(0);) 8.2 96 Not enough data System Data Ingestion & Wrangling 8.7(won by default) 78 Not enough data Real-Time Data Not enough data Not enough data Model Development Language Support 8.4(won by default) 79 Not enough data Drag and Drop 8.9(won by default) 82 Not enough data Pre-Built Algorithms 8.6(won by default) 83 Not enough data Model Training 8.6(won by default) 82 Not enough data Database Support Not enough data Not enough data Multi-Language Not enough data Not enough data Model Development Feature Engineering 8.5(won by default) 79 Not enough data Machine/Deep Learning Services Computer Vision 8.0(won by default) 75 Not enough data Natural Language Processing 8.1(won by default) 76 Not enough data Natural Language Generation 7.9(won by default) 74 Not enough data Artificial Neural Networks 8.0(won by default) 74 Not enough data Machine/Deep Learning Services Natural Language Understanding 7.8(won by default) 69 Not enough data Deep Learning 8.0(won by default) 71 Not enough data Deployment Managed Service 8.2(won by default) 76 Not enough data Application 8.3(won by default) 78 Not enough data Scalability 8.4(won by default) 77 Not enough data 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 8.1(won by default) 61 Not enough data AI Text Summarization 8.1(won by default) 61 Not enough data AI Text-to-Image 7.8(won by default) 60 Not enough data Generative AI Not enough data Not enough data Agentic AI - Data Science and Machine Learning 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 AI Agents For Business Operations[Hide 76 FeaturesShow 76 Features](javascript:void(0);) 9.0 21 Not enough data Responses Personalization Not enough data Not enough data Route To Human Not enough data Not enough data Natural Language Understanding (NLU) Not enough data Not enough data Multi-Language Not enough data Not enough data Automation - AI Agents Sales Follow-Up Not enough data Not enough data Customer Interaction Automation Not enough data Not enough data Lead Generation Not enough data Not enough data Document Processing Not enough data Not enough data Feedback Collection Not enough data Not enough data Natural Language Processing Not enough data Not enough data Simulation and Scenario Generation Not enough data Not enough data Platform Integration 9.0(won by default) 5 Not enough data Conversation Editor Not enough data Not enough data Human-In-The-Loop Not enough data Not enough data Drag & Drop Editor Not enough data Not enough data Human-in-the-loop (HITL) Not enough data Not enough data Autonomy - AI Agents Independent Decision Making Not enough data Not enough data Adaptive Responses Not enough data Not enough data Task Execution Not enough data Not enough data Problem Solving 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 Agent Collaboration Not enough data Not enough data Data Governance Not enough data Not enough data Prompt Engineering Not enough data Not enough data Feedback Management Not enough data Not enough data For No-Code Development Not enough data Not enough data Version Control Not enough data Not enough data Role-Based Permissions Not enough data Not enough data Dynamic Modeling Not enough data Not enough data API Not enough data Not enough data Memory Management Not enough data Not enough data Monitoring Not enough data Not enough data Scalability Not enough data Not enough data Cost Management Not enough data Not enough data Scheduling Not enough data Not enough data Natural Language Interface Not enough data Not enough data Access Controls/Permissions Not enough data Not enough data Multiple LLM Models Not enough data Not enough data Integration Management Not enough data Not enough data Customizable Frameworks Not enough data Not enough data Pre-built Templates Not enough data Not enough data Analytics Not enough data Not enough data Intent Recognition Not enough data Not enough data Contextual Guidance Not enough data Not enough data Rules-Based Workflow Not enough data Not enough data Attended Automation Not enough data Not enough data Drag & Drop Not enough data Not enough data For Sales/Marketing Not enough data Not enough data Generative AI Not enough data Not enough data Business Process Automation Not enough data Not enough data AI Copilot Not enough data Not enough data Third-Party Integrations Not enough data Not enough data Multi-Channel Communication Not enough data Not enough data Sentiment Analysis Not enough data Not enough data Deep Learning Not enough data Not enough data Code-free Development Not enough data Not enough data Compliance Management Not enough data Not enough data Automated Responses Not enough data Not enough data Knowledge Management Not enough data Not enough data Transfers/Routing Not enough data Not enough data Personalization Not enough data Not enough data Activity Dashboard Not enough data Not enough data Customer Experience Management Not enough data Not enough data Virtual Personal Assistant (VPA) Not enough data Not enough data Chatbot Not enough data Not enough data Speech Recognition Not enough data Not enough data Reporting/Analytics Not enough data Not enough data Task Management Not enough data Not enough data Customer Engagement Not enough data Not enough data AI/Machine Learning Not enough data Not enough data Configurable Workflow Not enough data Not enough data Unattended Automation Not enough data Not enough data Conversation Intelligence Not enough data Not enough data Workflow Automation Not enough data Not enough data Proactive Error Detection Not enough data Not enough data Generative AI Infrastructure[Hide 14 FeaturesShow 14 Features](javascript:void(0);) 7.4 39 Not enough data Scalability and Performance - Generative AI Infrastructure AI High Availability 8.1(won by default) 19 Not enough data AI Model Training Scalability 7.6(won by default) 23 Not enough data AI Inference Speed 7.2(won by default) 19 Not enough data Cost and Efficiency - Generative AI Infrastructure AI Cost per API Call 6.5(won by default) 19 Not enough data AI Resource Allocation Flexibility 7.4(won by default) 12 Not enough data AI Energy Efficiency 8.1(won by default) 9 Not enough data Integration and Extensibility - Generative AI Infrastructure AI Multi-cloud Support 7.0(won by default) 18 Not enough data AI Data Pipeline Integration 8.5(won by default) 28 Not enough data AI API Support and Flexibility 7.5(won by default) 19 Not enough data Security and Compliance - Generative AI Infrastructure AI GDPR and Regulatory Compliance 7.5(won by default) 17 Not enough data AI Role-based Access Control 7.0(won by default) 17 Not enough data AI Data Encryption 7.7(won by default) 16 Not enough data Usability and Support - Generative AI Infrastructure AI Documentation Quality 6.9(won by default) 25 Not enough data AI Community Activity 7.1(won by default) 16 Not enough data Machine Learning[Hide 30 FeaturesShow 30 Features](javascript:void(0);) 8.2 30 Not enough data Integration - Machine Learning Integration 8.7(won by default) 27 Not enough data Third-Party Integrations Not enough data Not enough data Learning - Machine Learning Training Data 8.3(won by default) 28 Not enough data Actionable Insights 7.9(won by default) 29 Not enough data Algorithm 8.0(won by default) 29 Not enough data Additional Functionality Predictive Modeling Not enough data Not enough data Configurable Workflow Not enough data Not enough data Tagging Not enough data Not enough data Data Import/Export Not enough data Not enough data API Not enough data Not enough data Predictive Analytics Not enough data Not enough data Data Visualization Not enough data Not enough data Endpoint Management Not enough data Not enough data Multiple Data Sources 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 Collaboration Tools 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 Dashboard Not enough data Not enough data Data Capture and Transfer Not enough data Not enough data Activity Tracking Not enough data Not enough data Data Connectors Not enough data Not enough data Data Security Not enough data Not enough data Data Extraction Not enough data Not enough data Reporting & Statistics Not enough data Not enough data Workflow Management Not enough data Not enough data AI Copilot Not enough data Not enough data Large Language Model Operationalization (LLMOps)[Hide 15 FeaturesShow 15 Features](javascript:void(0);) 7.8 13 Not enough data Prompt Engineering - Large Language Model Operationalization (LLMOps) Prompt Optimization Tools 8.5(won by default) 12 Not enough data Template Library 8.1(won by default) 12 Not enough data Inference Optimization - Large Language Model Operationalization (LLMOps) Batch Processing Support 7.4(won by default) 12 Not enough data Model Garden - Large Language Model Operationalization (LLMOps) Model Comparison Dashboard 7.9(won by default) 12 Not enough data Custom Training - Large Language Model Operationalization (LLMOps) Fine-Tuning Interface 7.8(won by default) 12 Not enough data Application Development - Large Language Model Operationalization (LLMOps) SDK & API Integrations 8.1(won by default) 12 Not enough data Model Deployment - Large Language Model Operationalization (LLMOps) One-Click Deployment 8.6(won by default) 12 Not enough data Scalability Management 7.9(won by default) 12 Not enough data Guardrails - Large Language Model Operationalization (LLMOps) Content Moderation Rules 7.1(won by default) 12 Not enough data Policy Compliance Checker 6.9(won by default) 12 Not enough data Model Monitoring - Large Language Model Operationalization (LLMOps) Drift Detection Alerts 7.5(won by default) 12 Not enough data Real-Time Performance Metrics 7.8(won by default) 13 Not enough data Security - Large Language Model Operationalization (LLMOps) Data Encryption Tools 7.8(won by default) 12 Not enough data Access Control Management 7.6(won by default) 12 Not enough data Gateways & Routers - Large Language Model Operationalization (LLMOps) Request Routing Optimization 7.4(won by default) 12 Not enough data AI Agent Builders[Hide 43 FeaturesShow 43 Features](javascript:void(0);) 8.7 19 Not enough data Customization - AI Agent Builders Natural Language Configuration Not enough data Not enough data Tone Customization Not enough data Not enough data Security Guardrails Not enough data Not enough data API Security Not enough data Not enough data Data Security Not enough data Not enough data Authentication Not enough data Not enough data Functionality - AI Agent Builders Omni-channel Support Not enough data Not enough data Agent Branding Not enough data Not enough data Proactive Response Capabilities Not enough data Not enough data Seamless Human Escalation Not enough data Not enough data Multimedia Support Not enough data Not enough data Multi-Modal Input Support Not enough data Not enough data Data and Analytics - AI Agent Builders Analytics & Reporting Not enough data Not enough data Contextual Awareness Not enough data Not enough data Data Privacy Compliance Not enough data Not enough data Integration - AI Agent Builders Third-Party Integrations 8.0(won by default) 5 Not enough data Workflow Automation Not enough data Not enough data API Usage Not enough data Not enough data Platform Interoperability Not enough data Not enough data CRM Data Integration Not enough data Not enough data Additional Functionality Collaboration Tools 9.3(won by default) 7 Not enough data Version Control Not enough data Not enough data Scalability Not enough data Not enough data Personalization Not enough data Not enough data Data Extraction Not enough data Not enough data Webhooks Not enough data Not enough data API Not enough data Not enough data Natural Language Processing Not enough data Not enough data Fallback Handling Not enough data Not enough data Drag & Drop Not enough data Not enough data Multiple LLM Models Not enough data Not enough data Built-in AI Assistant Not enough data Not enough data Automated Testing Not enough data Not enough data Data Governance Not enough data Not enough data Pre-built Templates Not enough data Not enough data Agent Design Tools Not enough data Not enough data Deep Learning Not enough data Not enough data Model Training Not enough data Not enough data Analytics Not enough data Not enough data Single Sign On Not enough data Not enough data Debugging Not enough data Not enough data Deployment Management Not enough data Not enough data Proactive Error Detection Not enough data Not enough data AI Orchestration[Hide 17 FeaturesShow 17 Features](javascript:void(0);) 9.0 11 Not enough data Workflow Design & Integration - AI Orchestration Workflow Coordination 9.2(won by default) 8 Not enough data Enterprise System Integration 8.7(won by default) 5 Not enough data Dependency Management Not enough data Not enough data Multi-Provider API Connectivity Not enough data Not enough data Multi-Step Workflow Creation Not enough data Not enough data Real-Time Data Pipelines Not enough data Not enough data Performance Optimization & Analytics - AI Orchestration Workflow Performance Dashboards Not enough data Not enough data Workflow Reporting Not enough data Not enough data Resource Utilization Monitoring Not enough data Not enough data Computational Resource Management Not enough data Not enough data Dynamic Scaling Not enough data Not enough data Component Monitoring Not enough data Not enough data Governance & Compliance Controls - AI Orchestration Regulatory Compliance Not enough data Not enough data Governance Policy Enforcement Not enough data Not enough data Role-Based Access Control Not enough data Not enough data Audit Trail Management Not enough data Not enough data Security Protocols Not enough data Not enough data Predictive Analytics[Hide 42 FeaturesShow 42 Features](javascript:void(0);) 8.3 41 Not enough data Statistical Tool Scripting 8.2(won by default) 36 Not enough data Data Mining 8.6(won by default) 36 Not enough data Algorithms 8.1(won by default) 36 Not enough data Data Analysis Analysis 8.5(won by default) 38 Not enough data Data Interaction 8.8(won by default) 38 Not enough data Time Series Analysis Not enough data Not enough data Trend Analysis Not enough data Not enough data Decision Making Modeling 8.7(won by default) 36 Not enough data Data Visualizations 7.9(won by default) 37 Not enough data Report Generation 7.8(won by default) 36 Not enough data Data Unification 8.6(won by default) 37 Not enough data Customizable Reports Not enough data Not enough data Generative AI AI Text Generation 8.7(won by default) 21 Not enough data AI Text Summarization 8.3(won by default) 21 Not enough data Generative AI Not enough data Not enough data Additional Functionality Demand Forecasting Not enough data Not enough data AI/Machine Learning Not enough data Not enough data Drag & Drop Not enough data Not enough data For Healthcare Not enough data Not enough data Forecasting Not enough data Not enough data Data Extraction Not enough data Not enough data Third-Party Integrations Not enough data Not enough data Decision Support Not enough data Not enough data Modeling & Simulation Not enough data Not enough data Alerts/Notifications Not enough data Not enough data Reporting/Analytics Not enough data Not enough data Multiple Data Sources Not enough data Not enough data For Retail Not enough data Not enough data For Education Not enough data Not enough data Data Discovery Not enough data Not enough data Graphical Workflow Editor Not enough data Not enough data Performance Metrics Not enough data Not enough data Business Rules Management Not enough data Not enough data AI Copilot Not enough data Not enough data Natural Language Processing Not enough data Not enough data Data Transformation Not enough data Not enough data Data Clustering Not enough data Not enough data API Not enough data Not enough data Data Blending Not enough data Not enough data Data Classification Not enough data Not enough data Workflow Management Not enough data Not enough data Workflow Automation Not enough data Not enough data Big Data Analytics[Hide 49 FeaturesShow 49 Features](javascript:void(0);) 8.7 51 Not enough data Data Transformation Real-Time Analytics 8.6(won by default) 45 Not enough data Data Querying 9.2(won by default) 40 Not enough data 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 8.2(won by default) 39 Not enough data Spark Integration 8.3(won by default) 41 Not enough data Multi-Source Analysis 8.8(won by default) 43 Not enough data Data Lake 8.9(won by default) 45 Not enough data 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 8.1(won by default) 43 Not enough data Data Workflow 8.9(won by default) 44 Not enough data Governed Discovery 8.7(won by default) 41 Not enough data Embedded Analytics 8.7(won by default) 41 Not enough data Notebooks 8.9(won by default) 36 Not enough data 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 Big Data[Hide 17 FeaturesShow 17 Features](javascript:void(0);) 8.7 98 Not enough data Building Reports Data Transformation 8.5(won by default) 95 Not enough data Data Modeling 8.6(won by default) 91 Not enough data WYSIWYG Report Design 7.8(won by default) 86 Not enough data Integration APIs 8.1(won by default) 90 Not enough data Real-Time Data Not enough data Not enough data Real-Time Data Not enough data Not enough data Third-Party Integrations Not enough data Not enough data Third-Party Integrations 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 5 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 Generative AI[Hide 22 FeaturesShow 22 Features](javascript:void(0);) Not enough data Not enough data Additional Functionality Code Generation Not enough data Not enough data Text to Image Not enough data Not enough data Generative AI Not enough data Not enough data API Not enough data Not enough data Natural Language Processing Not enough data Not enough data Virtual Characters and Avatars Not enough data Not enough data Content Generation Not enough data Not enough data Personalization and Recommendation Not enough data Not enough data Conditional Generation Not enough data Not enough data Transformer Model Not enough data Not enough data Automated Image & Video Editing Not enough data Not enough data Interactive and Co-Creative Systems Not enough data Not enough data Text Summarization Not enough data Not enough data Data Augmentation Not enough data Not enough data Variation Autoencoder Models Not enough data Not enough data Adversarial Training Not enough data Not enough data Transfer Learning and Fine-tuning Not enough data Not enough data Simulation and Scenario Generation Not enough data Not enough data Creative Design Not enough data Not enough data AI Copilot Not enough data Not enough data Prompt Engineering Not enough data Not enough data Foundation Model Not enough data Not enough data AWS Marketplace[Hide 3 FeaturesShow 3 Features](javascript:void(0);) Not enough data Not enough data Agentic AI - AWS Marketplace 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 Low-Code Machine Learning Platforms[Hide 6 FeaturesShow 6 Features](javascript:void(0);) Not enough data Not enough data Data Ingestion & Preparation - Low-Code Machine Learning Platforms Automatic Data Profiling & Quality Assessment Not enough data Not enough data Multi‑Source Connector Support Not enough data Not enough data Schema Drift / Change Detection Not enough data Not enough data Model Construction & Automation - Low-Code Machine Learning Platforms Guided Algorithm & Hyperparameter Recommendation Not enough data Not enough data Code Extensibility Not enough data Not enough data Automated Feature Engineering Not enough data Not enough data AI Agents[Hide 7 FeaturesShow 7 Features](javascript:void(0);) Not enough data Not enough data Agentic AI - AI Agents 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 User Insights Reviewers' Company Size [![Dataiku](https://images.g2crowd.com/uploads/product/hd_favicon/3fe6cc82516a2babaa3dfd8f9dfcc4b3/dataiku.svg "Dataiku")](https://www.g2.com/products/dataiku/reviews) Dataiku Small-Business(50 or fewer emp.) 18.8% Mid-Market(51-1000 emp.) 21.2% Enterprise(\> 1000 emp.) 60.0% [![python-recsys](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_57dd97ecbc77b248c077fd49ed91e856/python-recsys.png "python-recsys")](https://www.g2.com/products/python-recsys/reviews) python-recsys Small-Business(50 or fewer emp.) 28.6% Mid-Market(51-1000 emp.) 28.6% Enterprise(\> 1000 emp.) 42.9% Small-Business (50 or fewer emp.) 18.8% 28.6% Mid-Market (51-1000 emp.) 21.2% 28.6% Enterprise (\> 1000 emp.) 60.0% 42.9% Reviewers' Industry [![Dataiku](https://images.g2crowd.com/uploads/product/hd_favicon/3fe6cc82516a2babaa3dfd8f9dfcc4b3/dataiku.svg "Dataiku")](https://www.g2.com/products/dataiku/reviews) Dataiku Financial Services 15.8% Pharmaceuticals 8.3% Airlines/Aviation 6.7% Manufacturing 5.8% Banking 5.8% Other 57.5% [![python-recsys](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_57dd97ecbc77b248c077fd49ed91e856/python-recsys.png "python-recsys")](https://www.g2.com/products/python-recsys/reviews) python-recsys Information Technology and Services 28.6% Computer Software 14.3% Transportation/Trucking/Railroad 7.1% Telecommunications 7.1% Program Development 7.1% Other 35.7% Alternatives **Dataiku Alternatives** ![Gemini Enterprise Agent Platform](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_aeae116c52945fdecd7ed16d621cb315/gemini-enterprise-agent-platform.png "Gemini Enterprise Agent Platform") [ Gemini Enterprise Agent Platform ](/products/gemini-enterprise-agent-platform/reviews) ![Alteryx](https://images.g2crowd.com/uploads/product/hd_favicon/5200f776b24b5976b8f7d151d1d2e8fd/alteryx.svg "Alteryx") [ Alteryx ](/products/alteryx/reviews) ![Rapidminer AI 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