# Databricks vs Gigasheet Comparison --- ## AI Generated Summary - **G2 reviewers report** that Databricks excels in providing a comprehensive platform for data engineering, analytics, and machine learning, with features like Genie and Lakeflow Connect that streamline workflows. Users appreciate the intuitive notebook interface, which allows seamless switching between programming languages, enhancing productivity. - **Users say** Gigasheet stands out for its user-friendly interface and powerful filtering capabilities, making it easy to analyze large datasets. Reviewers highlight its ability to handle over 2 million rows efficiently, which is particularly beneficial for small businesses looking to derive insights from extensive data. - **According to verified reviews** , Databricks has a significantly higher overall satisfaction score, indicating that users feel more positively about their experience with the platform. This is reflected in the robust support for real-time analytics and data querying, which many users find essential for their operations. - **Reviewers mention** that Gigasheet's customer support is exceptional, often going above and beyond to assist users. This level of support is crucial for small businesses that may not have extensive technical resources, making Gigasheet a reliable choice for those needing guidance. - **G2 reviewers highlight** that while Databricks offers a powerful suite of tools for enterprise-level users, it may present a steeper learning curve for newcomers. Some users have noted challenges in configuration, which could impact the initial setup experience for teams without dedicated data engineers. - **Users report** that Gigasheet's focus on accessibility and ease of use makes it an attractive option for smaller organizations. Its ability to provide insights from federally required price transparency files showcases its commitment to delivering valuable data analysis tools without overwhelming users. | | Databricks | Gigasheet | |---|---|---| | **Star Rating** | 4.6 out of 5 | 4.9 out of 5 | | **Total Reviews** | 804 | 23 | | **Largest Market Segment** | Enterprise (43.7% of reviews) | Small-Business (70.0% of reviews) | | **Entry Level Price** | No pricing available | Contact Us 1 Team Per Year | --- ## Top Pros & Cons ### Databricks Pros: - Features (192 reviews) - Ease of Use (155 reviews) Cons: - Learning Curve (78 reviews) - Expensive (71 reviews) ### Gigasheet Pros: - Ease of Use (6 reviews) - Usability (4 reviews) Cons: - Expensive (1 reviews) --- ## Ratings Comparison | Rating | Databricks | Gigasheet | |---|---|---| | **Meets Requirements** | 9.0 (627 reviews) | 10.0 (11 reviews) | | **Ease of Use** | 8.9 (646 reviews) | 9.9 (12 reviews) | | **Ease of Setup** | 8.7 (519 reviews) | Not enough data | | **Ease of Admin** | 8.4 (190 reviews) | Not enough data | | **Quality of Support** | 8.8 (604 reviews) | 10.0 (12 reviews) | | **Has the product been a good partner in doing business?** | 8.9 (194 reviews) | Not enough data | | **Product Direction (% positive)** | 9.6 (608 reviews) | 8.9 (11 reviews) | --- ## Pricing ### Databricks #### Entry-Level Pricing No pricing available #### Free Trial Yes ### Gigasheet #### Entry-Level Pricing Plan: Healthcare Market Intelligence Price: Contact Us 1 Team Per Year Description: Price transparency market intelligence solutions for payers, providers, medtech and more Key Features: - Analyze billions of payer and hospital sourced rates - User-friendly ad-hoc reporting - White-glove analytic support included [Browse all 3 editions](https://www.g2.com/products/gigasheet/pricing) #### Free Trial Yes --- ## Features Comparison By Category ### Analytics Platforms | Product | Score | Reviews | |---|---|---| | **Databricks** | 9.2/10 | 230 | | **Gigasheet** | N/A | N/A | #### Reports | Feature | Databricks | Gigasheet | |---|---|---| | **Reports Interface** | 9.0 (22 reviews) | Not enough data | | **Steps to Answer** | 8.4 (18 reviews) | Not enough data | | **Graphs and Charts** | 9.0 (19 reviews) | Not enough data | | **Score Cards** | 8.8 (16 reviews) | Not enough data | | **Dashboards** | 9.3 (24 reviews) | Not enough data | #### Data Preparation | Feature | Databricks | Gigasheet | |---|---|---| | **Connectors** | 9.4 (13 reviews) | Not enough data | | **Data Governance** | 9.4 (13 reviews) | Not enough data | #### Data Modeling and Blending | Feature | Databricks | Gigasheet | |---|---|---| | **Data Querying** | 9.4 (15 reviews) | Not enough data | | **Data Filtering** | 9.3 (14 reviews) | Not enough data | | **Data Blending** | 9.3 (15 reviews) | Not enough data | #### Generative AI | Feature | Databricks | Gigasheet | |---|---|---| | **AI Text Generation** | 9.5 (16 reviews) | Not enough data | | **AI Text Summarization** | 9.6 (13 reviews) | Not enough data | #### Agentic AI - Analytics Platforms | Feature | Databricks | Gigasheet | |---|---|---| | **Autonomous Task Execution** | 9.5 (14 reviews) | Not enough data | | **Multi-step Planning** | 9.4 (12 reviews) | Not enough data | | **Cross-system Integration** | 9.2 (13 reviews) | Not enough data | | **Adaptive Learning** | 9.1 (13 reviews) | Not enough data | | **Natural Language Interaction** | 9.2 (14 reviews) | Not enough data | | **Proactive Assistance** | 9.9 (13 reviews) | Not enough data | | **Decision Making** | 9.7 (12 reviews) | Not enough data | #### Self Service | Feature | Databricks | Gigasheet | |---|---|---| | **Calculated Fields** | 8.6 (17 reviews) | Not enough data | | **Data Column Filtering** | 8.7 (18 reviews) | Not enough data | | **Data Discovery** | 9.0 (19 reviews) | Not enough data | | **Search** | 8.8 (19 reviews) | Not enough data | | **Collaboration / Workflow** | 9.0 (20 reviews) | Not enough data | | **Automodeling** | 8.9 (15 reviews) | Not enough data | #### Deployment & Integration - Analytics Platforms | Feature | Databricks | Gigasheet | |---|---|---| | **No-code Dashboard Builder** | 8.8 (14 reviews) | Not enough data | | **Report Scheduling and Automation** | 9.6 (15 reviews) | Not enough data | | **Embedded Analytics and White-labeling** | 9.4 (13 reviews) | Not enough data | | **Data Source Connectivity** | 9.6 (13 reviews) | Not enough data | #### Advanced Analytics | Feature | Databricks | Gigasheet | |---|---|---| | **Predictive Analytics** | 9.1 (20 reviews) | Not enough data | | **Data Visualization** | 8.9 (19 reviews) | Not enough data | | **Big Data Services** | 9.5 (23 reviews) | Not enough data | #### Performance & Scalability - Analytics Platforms | Feature | Databricks | Gigasheet | |---|---|---| | **Large data handling and Query Speed** | 9.4 (14 reviews) | Not enough data | | **Concurrent User Support** | 9.8 (11 reviews) | Not enough data | #### Advanced Analytics & Modeling - Analytics Platforms | Feature | Databricks | Gigasheet | |---|---|---| | **Data Modeling and Governance** | 9.4 (14 reviews) | Not enough data | | **Notebook and Script Integration** | 9.2 (15 reviews) | Not enough data | | **Built-in Predictive and Statistical Models** | 9.2 (13 reviews) | Not enough data | #### Agentic AI Capabilities - Analytics Platforms | Feature | Databricks | Gigasheet | |---|---|---| | **Auto-generated Insights and Narratives** | 9.2 (14 reviews) | Not enough data | | **Natural Language Queries** | 9.4 (15 reviews) | Not enough data | | **Proactive KPI Monitoring and Alerts** | 9.5 (13 reviews) | Not enough data | | **AI Agents for Analytical Follow-ups** | 9.2 (14 reviews) | Not enough data | #### Personalized Intelligence - Analytics Platforms | Feature | Databricks | Gigasheet | |---|---|---| | **Behavioral Learning for Contextual Query Refinement** | 9.5 (13 reviews) | Not enough data | | **Role-based Insight Personalization** | 8.8 (15 reviews) | Not enough data | | **Conversational and Prompt-based Analytics** | 9.2 (14 reviews) | Not enough data | #### Building Reports | Feature | Databricks | Gigasheet | |---|---|---| | **Data Transformation** | 9.1 (176 reviews) | Not enough data | | **Data Modeling** | 8.7 (164 reviews) | Not enough data | | **WYSIWYG Report Design** | 7.8 (133 reviews) | Not enough data | | **Integration APIs** | 8.6 (168 reviews) | Not enough data | ### Data Governance | Product | Score | Reviews | |---|---|---| | **Databricks** | 8.8/10 | 120 | | **Gigasheet** | N/A | N/A | #### Administration | Feature | Databricks | Gigasheet | |---|---|---| | **Data Modelling** | 8.8 (102 reviews) | Not enough data | | **Recommendations** | 8.6 (96 reviews) | Not enough data | | **Workflow Management** | 9.0 (97 reviews) | Not enough data | | **Dashboards and Visualizations** | 8.8 (102 reviews) | Not enough data | #### Management | Feature | Databricks | Gigasheet | |---|---|---| | **Business Glossary** | 8.5 (90 reviews) | Not enough data | | **Data Discovery** | 8.7 (89 reviews) | Not enough data | | **Data Profililng** | 8.7 (91 reviews) | Not enough data | | **Reporting and Visualization** | 8.6 (90 reviews) | Not enough data | | **Data Lineage** | 8.8 (89 reviews) | Not enough data | #### Compliance | Feature | Databricks | Gigasheet | |---|---|---| | **Sensitive Data Compliance** | 8.9 (102 reviews) | Not enough data | | **Training and Guidelines** | 8.7 (95 reviews) | Not enough data | | **Policy Enforcement** | 8.9 (97 reviews) | Not enough data | | **Compliance Monitoring** | 8.8 (98 reviews) | Not enough data | #### Security | Feature | Databricks | Gigasheet | |---|---|---| | **Access Control** | 9.0 (91 reviews) | Not enough data | | **Roles Management** | 8.9 (89 reviews) | Not enough data | | **Compliance Management** | 8.8 (89 reviews) | Not enough data | #### Data Quality | Feature | Databricks | Gigasheet | |---|---|---| | **Data Preparation** | 9.0 (97 reviews) | Not enough data | | **Data Distribution** | 8.8 (96 reviews) | Not enough data | | **Data Unification** | 9.0 (97 reviews) | Not enough data | #### Maintainence | Feature | Databricks | Gigasheet | |---|---|---| | **Data Quality Management** | 8.8 (88 reviews) | Not enough data | | **Policy Management** | 8.8 (87 reviews) | Not enough data | #### Generative AI | Feature | Databricks | Gigasheet | |---|---|---| | **AI Text Generation** | 8.4 (85 reviews) | Not enough data | | **AI Text Summarization** | 8.5 (84 reviews) | Not enough data | #### Agentic AI - Data Governance | Feature | Databricks | Gigasheet | |---|---|---| | **Autonomous Task Execution** | 8.8 (13 reviews) | Not enough data | | **Multi-step Planning** | 9.0 (14 reviews) | Not enough data | | **Cross-system Integration** | 9.2 (17 reviews) | Not enough data | | **Adaptive Learning** | 8.8 (15 reviews) | Not enough data | | **Natural Language Interaction** | 9.2 (15 reviews) | Not enough data | | **Decision Making** | 9.2 (16 reviews) | Not enough data | ### Healthcare Analytics | Product | Score | Reviews | |---|---|---| | **Databricks** | N/A | N/A | | **Gigasheet** | N/A | N/A | #### Data Management | Feature | Databricks | Gigasheet | |---|---|---| | **Data Warehouse** | Not enough data | Not enough data | | **Data Analysis** | Not enough data | Not enough data | | **Data Capture** | Not enough data | Not enough data | | **Data Integration** | Not enough data | Not enough data | | **Integration with Wearable Devices** | Not enough data | Not enough data | | **Interoperability** | Not enough data | Not enough data | | **Security and Privacy Controls** | Not enough data | Not enough data | | **Data Querying** | Not enough data | Not enough data | #### Analytic Tools - Healthcare Analytics | Feature | Databricks | Gigasheet | |---|---|---| | **Data Visualization** | Not enough data | Not enough data | | **Cost Analysis** | Not enough data | Not enough data | | **Real-Time Analysis** | Not enough data | Not enough data | | **Predictive Analytics** | Not enough data | Not enough data | | **Patient Risk Scoring** | Not enough data | Not enough data | | **Natural Language Processing (NLP)** | Not enough data | Not enough data | ### ETL Tools | Product | Score | Reviews | |---|---|---| | **Databricks** | 9.0/10 | 200 | | **Gigasheet** | N/A | N/A | #### Management | Feature | Databricks | Gigasheet | |---|---|---| | **Reporting** | 8.7 (177 reviews) | Not enough data | | **Auditing** | 8.5 (169 reviews) | Not enough data | #### Functionality | Feature | Databricks | Gigasheet | |---|---|---| | **Extraction** | 9.1 (182 reviews) | Not enough data | | **Transformation** | 9.3 (184 reviews) | Not enough data | | **Loading** | 9.1 (178 reviews) | Not enough data | | **Automation** | 9.1 (173 reviews) | Not enough data | | **Scalability** | 9.2 (175 reviews) | Not enough data | ### MLOps Platforms | Product | Score | Reviews | |---|---|---| | **Databricks** | 9.0/10 | 87 | | **Gigasheet** | N/A | N/A | #### Deployment | Feature | Databricks | Gigasheet | |---|---|---| | **Language Flexibility** | 9.0 (70 reviews) | Not enough data | | **Framework Flexibility** | 8.9 (69 reviews) | Not enough data | | **Versioning** | 9.0 (71 reviews) | Not enough data | | **Ease of Deployment** | 9.0 (71 reviews) | Not enough data | | **Scalability** | 9.0 (73 reviews) | Not enough data | #### Deployment | Feature | Databricks | Gigasheet | |---|---|---| | **Language Flexibility** | 9.0 (67 reviews) | Not enough data | | **Framework Flexibility** | 8.8 (67 reviews) | Not enough data | | **Versioning** | 8.7 (71 reviews) | Not enough data | | **Ease of Deployment** | 9.0 (70 reviews) | Not enough data | | **Scalability** | 9.1 (71 reviews) | Not enough data | #### Management | Feature | Databricks | Gigasheet | |---|---|---| | **Cataloging** | 9.0 (70 reviews) | Not enough data | | **Monitoring** | 8.9 (71 reviews) | Not enough data | | **Governing** | 9.2 (67 reviews) | Not enough data | | **Model Registry** | 9.0 (74 reviews) | Not enough data | #### Operations | Feature | Databricks | Gigasheet | |---|---|---| | **Metrics** | 8.8 (67 reviews) | Not enough data | | **Infrastructure management** | 8.9 (68 reviews) | Not enough data | | **Collaboration** | 9.1 (69 reviews) | Not enough data | #### Management | Feature | Databricks | Gigasheet | |---|---|---| | **Cataloging** | 8.9 (67 reviews) | Not enough data | | **Monitoring** | 8.8 (66 reviews) | Not enough data | | **Governing** | 9.1 (64 reviews) | Not enough data | #### Generative AI | Feature | Databricks | Gigasheet | |---|---|---| | **AI Text Generation** | 8.6 (34 reviews) | Not enough data | | **AI Text Summarization** | 8.6 (34 reviews) | Not enough data | ### Data Science and Machine Learning Platforms | Product | Score | Reviews | |---|---|---| | **Databricks** | 8.7/10 | 229 | | **Gigasheet** | N/A | N/A | #### System | Feature | Databricks | Gigasheet | |---|---|---| | **Data Ingestion & Wrangling** | 8.9 (185 reviews) | Not enough data | #### Model Development | Feature | Databricks | Gigasheet | |---|---|---| | **Language Support** | 8.8 (192 reviews) | Not enough data | | **Drag and Drop** | 8.0 (195 reviews) | Not enough data | | **Pre-Built Algorithms** | 8.4 (192 reviews) | Not enough data | | **Model Training** | 8.7 (198 reviews) | Not enough data | #### Model Development | Feature | Databricks | Gigasheet | |---|---|---| | **Feature Engineering** | 8.5 (177 reviews) | Not enough data | #### Machine/Deep Learning Services | Feature | Databricks | Gigasheet | |---|---|---| | **Computer Vision** | 8.2 (180 reviews) | Not enough data | | **Natural Language Processing** | 8.6 (187 reviews) | Not enough data | | **Natural Language Generation** | 8.3 (179 reviews) | Not enough data | | **Artificial Neural Networks** | 8.2 (178 reviews) | Not enough data | #### Machine/Deep Learning Services | Feature | Databricks | Gigasheet | |---|---|---| | **Natural Language Understanding** | 8.4 (164 reviews) | Not enough data | | **Deep Learning** | 8.4 (165 reviews) | Not enough data | #### Deployment | Feature | Databricks | Gigasheet | |---|---|---| | **Managed Service** | 8.6 (185 reviews) | Not enough data | | **Application** | 8.8 (187 reviews) | Not enough data | | **Scalability** | 9.0 (195 reviews) | Not enough data | #### Generative AI | Feature | Databricks | Gigasheet | |---|---|---| | **AI Text Generation** | 8.3 (92 reviews) | Not enough data | | **AI Text Summarization** | 8.5 (93 reviews) | Not enough data | | **AI Text-to-Image** | 7.7 (91 reviews) | Not enough data | #### Agentic AI - Data Science and Machine Learning Platforms | Feature | Databricks | Gigasheet | |---|---|---| | **Autonomous Task Execution** | 9.4 (14 reviews) | Not enough data | | **Multi-step Planning** | 9.1 (13 reviews) | Not enough data | | **Cross-system Integration** | 8.9 (14 reviews) | Not enough data | | **Adaptive Learning** | 9.1 (13 reviews) | Not enough data | | **Natural Language Interaction** | 9.5 (16 reviews) | Not enough data | | **Proactive Assistance** | 9.4 (12 reviews) | Not enough data | | **Decision Making** | 9.6 (13 reviews) | Not enough data | ### Data Warehouse | Product | Score | Reviews | |---|---|---| | **Databricks** | 8.9/10 | 225 | | **Gigasheet** | N/A | N/A | #### Data Management | Feature | Databricks | Gigasheet | |---|---|---| | **Data Integration** | 9.1 (197 reviews) ✓ Verified | Not enough data | | **Data Compression** | 8.9 (187 reviews) ✓ Verified | Not enough data | | **Data Quality** | 8.9 (190 reviews) ✓ Verified | Not enough data | | **Built-In Data Analytics** | 8.8 (188 reviews) ✓ Verified | Not enough data | | **In-Database Machine Learning** | 8.7 (175 reviews) ✓ Verified | Not enough data | | **Data Lake Analytics** | 9.1 (179 reviews) ✓ Verified | Not enough data | #### Integration | Feature | Databricks | Gigasheet | |---|---|---| | **AI/ ML Integration** | 8.9 (183 reviews) ✓ Verified | Not enough data | | **BI Tool Integration** | 8.8 (174 reviews) ✓ Verified | Not enough data | | **Data lake Integration** | 9.1 (185 reviews) ✓ Verified | Not enough data | #### Deployment | Feature | Databricks | Gigasheet | |---|---|---| | **On-Premise** | 8.0 (163 reviews) ✓ Verified | Not enough data | | **Cloud** | 9.2 (186 reviews) ✓ Verified | Not enough data | #### Performance | Feature | Databricks | Gigasheet | |---|---|---| | **Scalability** | 9.2 (191 reviews) ✓ Verified | Not enough data | #### Security | Feature | Databricks | Gigasheet | |---|---|---| | **Data Governance** | 8.9 (182 reviews) ✓ Verified | Not enough data | | **Data Security** | 9.0 (175 reviews) ✓ Verified | Not enough data | #### Generative AI | Feature | Databricks | Gigasheet | |---|---|---| | **AI Text Generation** | 8.6 (85 reviews) | Not enough data | | **AI Text Summarization** | 8.5 (83 reviews) | Not enough data | ### Database Management Systems (DBMS) | Product | Score | Reviews | |---|---|---| | **Databricks** | N/A | N/A | | **Gigasheet** | N/A | N/A | #### Management | Feature | Databricks | Gigasheet | |---|---|---| | **Data dictionary** | Not enough data | Not enough data | | **Data Replication** | Not enough data | Not enough data | | **Query Language** | Not enough data | Not enough data | | **Data Modeling** | Not enough data | Not enough data | | **Performance Analysis** | Not enough data | Not enough data | #### Maintenance | Feature | Databricks | Gigasheet | |---|---|---| | **Data Migration** | Not enough data | Not enough data | | **Backup and Recovery** | Not enough data | Not enough data | | **Multi-User Environment** | Not enough data | Not enough data | #### Security | Feature | Databricks | Gigasheet | |---|---|---| | **Data Encryption** | Not enough data | Not enough data | | **User Access Control** | Not enough data | Not enough data | ### DataOps Platforms | Product | Score | Reviews | |---|---|---| | **Databricks** | 9.1/10 | 90 | | **Gigasheet** | N/A | N/A | #### Data Management | Feature | Databricks | Gigasheet | |---|---|---| | **Data Integration** | 9.1 (75 reviews) | Not enough data | | **Metadata** | 8.9 (78 reviews) | Not enough data | | **Self-service** | 8.9 (76 reviews) | Not enough data | | **Automated workflows** | 9.2 (76 reviews) | Not enough data | #### Agentic AI - DataOps Platforms | Feature | Databricks | Gigasheet | |---|---|---| | **Autonomous Task Execution** | 9.5 (16 reviews) | Not enough data | | **Multi-step Planning** | 9.4 (14 reviews) | Not enough data | | **Cross-system Integration** | 9.4 (16 reviews) | Not enough data | | **Adaptive Learning** | 9.4 (15 reviews) | Not enough data | | **Decision Making** | 9.7 (15 reviews) | Not enough data | #### Analytics | Feature | Databricks | Gigasheet | |---|---|---| | **Analytics capabilities** | 9.0 (75 reviews) | Not enough data | | **Dasboard visualizations** | 8.7 (75 reviews) | Not enough data | #### Monitoring and Management | Feature | Databricks | Gigasheet | |---|---|---| | **Data Observability** | 8.7 (75 reviews) | Not enough data | | **Testing capabilities** | 8.7 (75 reviews) | Not enough data | #### Cloud Deployment | Feature | Databricks | Gigasheet | |---|---|---| | **Hybrid cloud support** | 9.1 (70 reviews) | Not enough data | | **Cloud migration capabilities** | 9.1 (71 reviews) | Not enough data | #### Generative AI | Feature | Databricks | Gigasheet | |---|---|---| | **AI Text Generation** | 9.1 (43 reviews) | Not enough data | | **AI Text Summarization** | 9.1 (43 reviews) | Not enough data | ### Healthcare Commercial Intelligence | Product | Score | Reviews | |---|---|---| | **Databricks** | N/A | N/A | | **Gigasheet** | N/A | N/A | #### Data Management | Feature | Databricks | Gigasheet | |---|---|---| | **Data Warehouse** | Not enough data | Not enough data | | **Data Analysis** | Not enough data | Not enough data | | **Data Capture** | Not enough data | Not enough data | #### Data Visualization | Feature | Databricks | Gigasheet | |---|---|---| | **Reports** | Not enough data | Not enough data | | **Graphs and Charts** | Not enough data | Not enough data | | **Score Cards** | Not enough data | Not enough data | | **Dashboards** | Not enough data | Not enough data | #### Insights | Feature | Databricks | Gigasheet | |---|---|---| | **Steps to Answer** | Not enough data | Not enough data | | **Data Discovery** | Not enough data | Not enough data | | **Search** | Not enough data | Not enough data | | **Collaboration /Workflow** | Not enough data | Not enough data | | **Predictive Analytics** | Not enough data | Not enough data | #### Data Preparation | Feature | Databricks | Gigasheet | |---|---|---| | **Big Data** | Not enough data | Not enough data | | **Data Transformation** | Not enough data | Not enough data | | **Connectors** | Not enough data | Not enough data | | **Data Governance** | Not enough data | Not enough data | #### Data Modeling and Blending | Feature | Databricks | Gigasheet | |---|---|---| | **Data Modeling** | Not enough data | Not enough data | | **Data Querying** | Not enough data | Not enough data | | **Data Filtering** | Not enough data | Not enough data | | **Automodeling** | Not enough data | Not enough data | | **Data Blending** | Not enough data | Not enough data | ### Generative AI Infrastructure | Product | Score | Reviews | |---|---|---| | **Databricks** | 9.9/10 | 13 | | **Gigasheet** | N/A | N/A | #### Scalability and Performance - Generative AI Infrastructure | Feature | Databricks | Gigasheet | |---|---|---| | **AI High Availability** | 10.0 (6 reviews) | Not enough data | | **AI Model Training Scalability** | 10.0 (8 reviews) | Not enough data | | **AI Inference Speed** | 10.0 (7 reviews) | Not enough data | #### Cost and Efficiency - Generative AI Infrastructure | Feature | Databricks | Gigasheet | |---|---|---| | **AI Cost per API Call** | 10.0 (6 reviews) | Not enough data | | **AI Resource Allocation Flexibility** | 9.4 (8 reviews) | Not enough data | | **AI Energy Efficiency** | 10.0 (6 reviews) | Not enough data | #### Integration and Extensibility - Generative AI Infrastructure | Feature | Databricks | Gigasheet | |---|---|---| | **AI Multi-cloud Support** | 9.8 (7 reviews) | Not enough data | | **AI Data Pipeline Integration** | 10.0 (7 reviews) | Not enough data | | **AI API Support and Flexibility** | 10.0 (6 reviews) | Not enough data | #### Security and Compliance - Generative AI Infrastructure | Feature | Databricks | Gigasheet | |---|---|---| | **AI GDPR and Regulatory Compliance** | 10.0 (6 reviews) | Not enough data | | **AI Role-based Access Control** | 9.7 (6 reviews) | Not enough data | | **AI Data Encryption** | 10.0 (6 reviews) | Not enough data | #### Usability and Support - Generative AI Infrastructure | Feature | Databricks | Gigasheet | |---|---|---| | **AI Documentation Quality** | 10.0 (8 reviews) | Not enough data | | **AI Community Activity** | 9.7 (6 reviews) | Not enough data | ### AI Agent Builders | Product | Score | Reviews | |---|---|---| | **Databricks** | N/A | N/A | | **Gigasheet** | N/A | N/A | #### Customization - AI Agent Builders | Feature | Databricks | Gigasheet | |---|---|---| | **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 | #### Functionality - AI Agent Builders | Feature | Databricks | Gigasheet | |---|---|---| | **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 | #### Data and Analytics - AI Agent Builders | Feature | Databricks | Gigasheet | |---|---|---| | **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 | Feature | Databricks | Gigasheet | |---|---|---| | **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 | ### AI Gateways | Product | Score | Reviews | |---|---|---| | **Databricks** | N/A | N/A | | **Gigasheet** | N/A | N/A | #### Traffic Management & Performance - AI Gateways | Feature | Databricks | Gigasheet | |---|---|---| | **Token-Aware Rate Limiting** | Not enough data | Not enough data | | **Semantic Caching** | Not enough data | Not enough data | | **Multi-Model Routing & Fallbacks** | Not enough data | Not enough data | #### Governance & Observability - AI Gateways | Feature | Databricks | Gigasheet | |---|---|---| | **Data Privacy** | Not enough data | Not enough data | | **Cost Tracking** | Not enough data | Not enough data | | **Centralized API Key Security** | Not enough data | Not enough data | ### Big Data Processing and Distribution | Product | Score | Reviews | |---|---|---| | **Databricks** | 9.0/10 | 353 | | **Gigasheet** | N/A | N/A | #### Database | Feature | Databricks | Gigasheet | |---|---|---| | **Real-Time Data Collection** | 8.8 (245 reviews) | Not enough data | | **Data Distribution** | 9.0 (251 reviews) | Not enough data | | **Data Lake** | 9.3 (279 reviews) | Not enough data | #### Integrations | Feature | Databricks | Gigasheet | |---|---|---| | **Hadoop Integration** | 8.3 (223 reviews) | Not enough data | | **Spark Integration** | 9.2 (283 reviews) | Not enough data | #### Platform | Feature | Databricks | Gigasheet | |---|---|---| | **Machine Scaling** | 9.0 (282 reviews) | Not enough data | | **Data Preparation** | 8.9 (261 reviews) | Not enough data | | **Spark Integration** | 9.2 (283 reviews) | Not enough data | #### Processing | Feature | Databricks | Gigasheet | |---|---|---| | **Cloud Processing** | 9.1 (260 reviews) | Not enough data | | **Workload Processing** | 9.0 (270 reviews) | Not enough data | ### Big Data Analytics | Product | Score | Reviews | |---|---|---| | **Databricks** | 8.9/10 | 269 | | **Gigasheet** | 10.0/10 | 8 | #### Data Transformation | Feature | Databricks | Gigasheet | |---|---|---| | **Real-Time Analytics** | 8.9 (231 reviews) | 10.0 (6 reviews) | | **Data Querying** | 9.1 (241 reviews) | 10.0 (8 reviews) | #### Connectivity | Feature | Databricks | Gigasheet | |---|---|---| | **Hadoop Integration** | 8.7 (210 reviews) | 10.0 (5 reviews) | | **Spark Integration** | 9.2 (235 reviews) | 10.0 (5 reviews) | | **Multi-Source Analysis** | 9.0 (225 reviews) | 10.0 (5 reviews) | | **Data Lake** | 9.2 (235 reviews) | 10.0 (5 reviews) | #### Operations | Feature | Databricks | Gigasheet | |---|---|---| | **Data Visualization** | 8.5 (232 reviews) | 10.0 (6 reviews) | | **Data Workflow** | 8.9 (232 reviews) | 10.0 (5 reviews) | | **Governed Discovery** | 8.6 (218 reviews) | Not enough data | | **Embedded Analytics** | 8.7 (215 reviews) | 10.0 (5 reviews) | | **Notebooks** | 9.4 (237 reviews) | 10.0 (5 reviews) | ### Big Data | Product | Score | Reviews | |---|---|---| | **Databricks** | 8.6/10 | 214 | | **Gigasheet** | N/A | N/A | #### Building Reports | Feature | Databricks | Gigasheet | |---|---|---| | **Data Transformation** | 9.1 (176 reviews) | Not enough data | | **Data Modeling** | 8.7 (164 reviews) | Not enough data | | **WYSIWYG Report Design** | 7.8 (133 reviews) | Not enough data | | **Integration APIs** | 8.6 (168 reviews) | Not enough data | #### Platform | Feature | Databricks | Gigasheet | |---|---|---| | **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 | --- ## Categories **Shared Categories (1):** [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics) **Unique to Databricks (12):** [DataOps Platforms](https://www.g2.com/categories/dataops-platforms), [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Data Governance Tools](https://www.g2.com/categories/data-governance-tools), [ETL Tools](https://www.g2.com/categories/etl-tools), [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse), [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms), [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure), [ AI Agent Builders Software](https://www.g2.com/categories/ai-agent-builders), [AI Gateways Software](https://www.g2.com/categories/ai-gateways) **Unique to Gigasheet (2):** [Healthcare Analytics Software](https://www.g2.com/categories/healthcare-analytics), [Healthcare Commercial Intelligence Software](https://www.g2.com/categories/healthcare-commercial-intelligence) --- ## Reviewer Demographics ### By Company Size | Segment | Databricks | Gigasheet | |---|---|---| | **Small-Business** | 15.9% | 70.0% | | **Mid-Market** | 40.4% | 20.0% | | **Enterprise** | 43.7% | 10.0% | ### By Industry #### Databricks - **Information Technology and Services:** 16.5% - **Financial Services:** 10.2% - **Computer Software:** 9.1% - **Consulting:** 4.1% - **Hospital & Health Care:** 3.5% - **Retail:** 3.4% - **Marketing and Advertising:** 3.3% - **Insurance:** 3.0% - **Telecommunications:** 2.8% - **Manufacturing:** 2.6% - **Other:** 41.6% #### Gigasheet - **Marketing and Advertising:** 25.0% - **Information Technology and Services:** 15.0% - **Research:** 10.0% - **Staffing and Recruiting:** 5.0% - **Program Development:** 5.0% - **Non-Profit Organization Management:** 5.0% - **Individual & Family Services:** 5.0% - **Financial Services:** 5.0% - **Computer Software:** 5.0% - **Computer & Network Security:** 5.0% - **Other:** 15.0% --- ## Alternatives ### Alternatives to Databricks - [Cloudera Platform](https://www.g2.com/products/cloudera-platform/reviews) — 4.1/5 stars (136 reviews) - [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (754 reviews) - [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (375 reviews) - [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1225 reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (817 reviews) - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (658 reviews) - [Qubole](https://www.g2.com/products/qubole/reviews) — 4.0/5 stars (259 reviews) - [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (801 reviews) - [dbt](https://www.g2.com/products/dbt/reviews) — 4.7/5 stars (208 reviews) - [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (620 reviews) ### Alternatives to Gigasheet - [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (817 reviews) - [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1225 reviews) - [MATLAB](https://www.g2.com/products/matlab/reviews) — 4.5/5 stars (771 reviews) - [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (754 reviews) - [Splunk Enterprise](https://www.g2.com/products/splunk-enterprise/reviews) — 4.3/5 stars (433 reviews) - [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (375 reviews) - [Kyvos Semantic Layer](https://www.g2.com/products/kyvos-semantic-layer/reviews) — 4.8/5 stars (281 reviews) - [Qubole](https://www.g2.com/products/qubole/reviews) — 4.0/5 stars (259 reviews) - [Azure Databricks](https://www.g2.com/products/azure-databricks/reviews) — 4.5/5 stars (236 reviews) - [dbt](https://www.g2.com/products/dbt/reviews) — 4.7/5 stars (208 reviews) --- ## Top Discussions ### Databricks - Title: [What is Lakehouse in Databricks?](https://www.g2.com/discussions/what-is-lakehouse-in-databricks) — 4 comments, 2 upvotes > **Top comment:** "Lakehouse architecture is the merging of the data warehouse and data lake concepts into a single platform, with built-in support for lineage maintenance and ML." - Title: [What are the features of Databricks?](https://www.g2.com/discussions/what-are-the-features-of-databricks) — 4 comments, 2 upvotes > **Top comment:** "Delta Lake Lakehosue platform Schema evolution Data quarantine & Data Quality Data Integration & Transformations" - Title: [What does Databricks software do?](https://www.g2.com/discussions/what-does-databricks-software-do) — 3 comments > **Top comment:** "It will work like Hadoop, databricks provide the services like big data. Databricks also work like in advanced level it's have capability to process large..." - Title: [What is Databricks unified analytics platform?](https://www.g2.com/discussions/what-is-databricks-unified-analytics-platform) — 3 comments > **Top comment:** "Databricks' Unified Data Analytics Platform helps organizations accelerate innovation by unifying data science with engineering and business. With Databricks..." ### Gigasheet No discussions available for this product. --- **Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/databricks-vs-gigasheet)