[ SAP Bus... Reviews ](https://www.g2.com/products/sap-business-data-cloud/reviews) [ SAP Bus... Reviews ](https://www.g2.com/products/sap-business-data-cloud/reviews) # SAP Business Data Cloud Features ##### ## Model Development (5) Language Support Supports programming languages such as Java, C, or Python. Supports front-end languages such as HTML, CSS, and JavaScript Drag and Drop Offers the ability for developers to drag and drop pieces of code or algorithms when building models Pre-Built Algorithms Provides users with pre-built algorithms for simpler model development Model Training Supplies large data sets for training individual models Feature Engineering Transforms raw data into features that better represent the underlying problem to the predictive models Show More ##### ## Machine/Deep Learning Services (6) Computer Vision Offers image recognition services Natural Language Processing Offers natural language processing services Natural Language Generation Offers natural language generation services Artificial Neural Networks Offers artificial neural networks for users Natural Language Understanding Offers natural language understanding services Deep Learning Provides deep learning capabilities Show More ##### ## Deployment (15) Managed Service Manages the intelligent application for the user, reducing the need of infrastructure Application Allows users to insert machine learning into operating applications Scalability Provides easily scaled machine learning applications and infrastructure Language Flexibility Allows users to input models built in a variety of languages. Framework Flexibility Allows users to choose the framework or workbench of their preference. Versioning Records versioning as models are iterated upon. Ease of Deployment Provides a way to quickly and efficiently deploy machine learning models. Scalability Offers a way to scale the use of machine learning models across an enterprise. On-Premise Provides On-Premise deployment options. Cloud Provides Cloud deployment options (private or public cloud, hybrid cloud). Language Flexibility Allows users to input models built in a variety of languages. Framework Flexibility Allows users to choose the framework or workbench of their preference. Versioning Records versioning as models are iterated upon. Ease of Deployment Provides a way to quickly and efficiently deploy machine learning models. Scalability Offers a way to scale the use of machine learning models across an enterprise. Show More ##### ## Administration (4) Data Modelling Tools to (re)structure data in a manner that allows extracting insights quickly and accurately Recommendations Analyzes data to find and recommend the highest value customer segmentations. Workflow Management Tools to create and adjust workflows to ensure consistency. Dashboards and Visualizations Presents information and analytics in a digestible, intuitive, and visually appealing way. Show More ##### ## Compliance (4) Sensitive Data Compliance Supports compliance with PII, GDPR, HIPPA, PCI, and other regulatory standards. Training and Guidelines Provides guidelines or training related to sensitive data compliance requirements, Policy Enforcement Allows administrators to set policies for security and data governance Compliance Monitoring Monitors data quality and send alerts based on violations or misuse Show More ##### ## Data Quality (3) Data Preparation Curates collected data for big data analytics solutions to analyze, manipulate, and model Data Distribution Facilitates the disseminating of collected big data throughout parallel computing clusters Data Unification Compile data from across all systems so that users can view relevant information easily. Show More ##### ## Management (16) Cataloging Records and organizes all machine learning models that have been deployed across the business. Monitoring Tracks the performance and accuracy of machine learning models. Governing Provisions users based on authorization to both deploy and iterate upon machine learning models. Model Registry Allows users to manage model artifacts and tracks which models are deployed in production. Cloud Cost Analytics Provide cost management insights and analytics regarding cloud usage. Cloud Security Manage vulnerability, access, and protection for multiple clouds. Cloud Resource Management Manually or automatically manage cloud resource usage and scaling. Cloud Backup and Recovery Back up cloud resources, and offer recovery capabilities for outages and crashes. Business Glossary Lets users build a glossary of business terms, vocabulary and definitions across multiple tools. Data Discovery Provides a built-in integrated data catalog that allows users to easily locate data across multiple sources. Data Profililng Monitors and cleanses data with the help of business rules and analytical algorithms. Reporting and Visualization Visualize data flows and lineage that demonstrates compliance with reports and dashboards through a single console. Data Lineage Provides an automated data lineage functionality which provides visibility over the entire data movement journey from data origination to destination. Cataloging Records and organizes all machine learning models that have been deployed across the business. Monitoring Tracks the performance and accuracy of machine learning models. Governing Provisions users based on authorization to both deploy and iterate upon machine learning models. Show More ##### ## Functionality (3) Cloud Consolidation Consolidate viewing and management of multiple clouds in one solution. Cloud Orchestration Provide cloud orchestration for setup, configuration, and management. Cloud Optimization Optimize cloud performance and integration with disparate systems. Show More ##### ## System (1) Data Ingestion & Wrangling Gives user ability to import a variety of data sources for immediate use Show More ##### ## Data Management (6) Data Integration Consolidates, Cleanses and Normalizes data from multiple disparate sources. Data Compression Helps save storage capacity and improves query performance. Data Quality Eliminates data inconsistency and duplications ensuring data integrity. Built-In Data Analytics SQL based analytics functions like Time series, pattern matching, geospatial analytics etc. In-Database Machine Learning Provides built in capabilities like machine learning algorithms, data preparation functions, model evaluation and management etc. Data Lake Analytics Allows data querying across data formats like parquet, ORC, JSON etc and analyze complex data types on HDFS Show More ##### ## Integration (3) AI/ ML Integration Integrates with data science workflows, Machine Learning and artificial intelligence (AI) capabilities. BI Tool Integration Integrates with BI Tools to transform data into Actionable Insights. Data lake Integration Provides speed in data processing and capturing unstructured, semi-structured and streaming data. Show More ##### ## Performance (1) Scalability Manages huge volumes of data, upscale or downscale as per demand. Show More ##### ## Security (5) Data Governance Policies, procedures and standards to manage and access data. Data Security Restricts data access at a cell level, mask or hide parts of cells, and encrypt data at rest and in motion Access Control Authenticates and authorizes individuals to access the data they are allowed to see and use. Roles Management Helps identify and manage the roles of owners and stewards of data. Compliance Management Helps adhere to data privacy regulations and norms. Show More ##### ## Maintainence (2) Data Quality Management Defines, validates, and monitors business rules to safeguard master data readiness. Policy Management Allows users to create and review data policies to make them consistent across the organization. Show More ##### ## Operations (3) Metrics Control model usage and performance in production Infrastructure management Deploy mission-critical ML applications where and when you need them Collaboration Easily compare experiments—code, hyperparameters, metrics, predictions, dependencies, system metrics, and more—to understand differences in model performance. Show More ##### ## Generative AI (9) AI Text Generation Allows users to generate text based on a text prompt. AI Text Summarization Condenses long documents or text into a brief summary. AI Text Generation Allows users to generate text based on a text prompt. AI Text Summarization Condenses long documents or text into a brief summary. AI Text Generation Allows users to generate text based on a text prompt. AI Text Summarization Condenses long documents or text into a brief summary. AI Text-to-Image Provides the ability to generate images from a text prompt. AI Text Generation Allows users to generate text based on a text prompt. AI Text Summarization Condenses long documents or text into a brief summary. Show More ##### ## Agentic AI - Data Science and Machine Learning Platforms (7) Autonomous Task Execution Capability to perform complex tasks without constant human input Multi-step Planning Ability to break down and plan multi-step processes Cross-system Integration Works across multiple software systems or databases Adaptive Learning Improves performance based on feedback and experience Natural Language Interaction Engages in human-like conversation for task delegation Proactive Assistance Anticipates needs and offers suggestions without prompting Decision Making Makes informed choices based on available data and objectives Show More ## Top-Rated Alternatives [ ![Snowflake](https://images.g2crowd.com/uploads/product/hd_favicon/1544409170/snowflake.svg "Snowflake") Snowflake 4.5/5(761) ](https://www.g2.com/products/snowflake/reviews) [ ![Databricks](https://images.g2crowd.com/uploads/product/hd_favicon/135d1c9e39e19ef56dc8d0bf90fce20f/databricks.svg "Databricks") Databricks 4.6/5(1,355) ](https://www.g2.com/products/databricks/reviews) [ ![SAS Viya](https://images.g2crowd.com/uploads/product/hd_favicon/bd7a361df879327ee92c1d048aada28e/sas-sas-viya.svg "SAS Viya") SAS Viya 4.3/5(817) ](https://www.g2.com/products/sas-sas-viya/reviews) [ View All Alternatives ](https://www.g2.com/products/sap-business-data-cloud/competitors/alternatives) ##### Categories on G2 [ Data Science and Machine Learning Platforms ](https://www.g2.com/categories/data-science-and-machine-learning-platforms)[ Data Governance ](https://www.g2.com/categories/data-governance-tools)[ MLOps Platforms ](https://www.g2.com/categories/mlops-platforms) [ Data Warehouse ](https://www.g2.com/categories/data-warehouse)[ Cloud Management Platforms ](https://www.g2.com/categories/cloud-management-platforms) Show More ##### Explore More [ Leading p2p software with easy integration features ](https://www.g2.com/discussions/leading-p2p-software-with-easy-integration-features)[ best customer success software ](https://www.g2.com/discussions/i-need-help-finding-the-best-customer-success-software-advice-needed)[ What is the top-rated video interviewing platform for enterprises? ](https://www.g2.com/discussions/what-is-the-top-rated-video-interviewing-platform-for-enterprises) [ What do power users actually recommend for pro-level data and file recovery software on Windows for recovering critical files rather than experimenting with free tools? ](https://www.g2.com/discussions/what-do-power-users-actually-recommend-for-pro-level-data-and-file-recovery-software-on-windows-for-recovering-critical-files-rather-than-experimenting-with-free-tools)[ Best RO-I tool for data-driven decisions in tech ](https://www.g2.com/discussions/best-ro-i-tool-for-data-driven-decisions-in-tech)[ Pros and Cons Details ](https://www.g2.com/products/sap-business-data-cloud/reviews?qs=pros-and-cons) Show More [ Leading p2p software with easy integration features ](https://www.g2.com/discussions/leading-p2p-software-with-easy-integration-features)[ best customer success software ](https://www.g2.com/discussions/i-need-help-finding-the-best-customer-success-software-advice-needed)[ What is the top-rated video interviewing platform for enterprises? ](https://www.g2.com/discussions/what-is-the-top-rated-video-interviewing-platform-for-enterprises) [ What do power users actually recommend for pro-level data and file recovery software on Windows for recovering critical files rather than experimenting with free tools? ](https://www.g2.com/discussions/what-do-power-users-actually-recommend-for-pro-level-data-and-file-recovery-software-on-windows-for-recovering-critical-files-rather-than-experimenting-with-free-tools)[ Best RO-I tool for data-driven decisions in tech ](https://www.g2.com/discussions/best-ro-i-tool-for-data-driven-decisions-in-tech)[ Pros and Cons Details ](https://www.g2.com/products/sap-business-data-cloud/reviews?qs=pros-and-cons)