# Hadoop HDFS vs Snowflake Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Snowflake excels in user experience, with its clear UI and intuitive design making it easy to navigate and understand database structures. Users appreciate how this enhances data visibility, simplifying reporting and analytics.
- **According to verified reviews** , Hadoop HDFS is praised for its powerful capabilities in handling large datasets, with users noting that it provides a smooth experience when copying files from multiple locations and effectively supports complex business logic through its distributed nature.
- **Users say** that Snowflake's fully managed Software-as-a-Service model significantly reduces development and maintenance efforts, allowing teams to focus more on data analysis rather than infrastructure management, which is a major advantage for organizations looking to streamline operations.
- **Reviewers mention** that while Hadoop HDFS is a robust framework for big data processing, it can present challenges in setup and administration, with some users indicating that the initial configuration can be less straightforward compared to Snowflake's more user-friendly onboarding process.
- **G2 reviewers highlight** that Snowflake's architectural separation of compute and storage is a game-changer, enabling users to scale resources independently and optimize costs, a feature that many find invaluable for managing fluctuating workloads.
- **Users report** that Hadoop HDFS shines in data distribution and integration with Hadoop and Spark, making it a strong choice for organizations already invested in those ecosystems, although they note that it may not be as accessible for teams without technical expertise.



| | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Star Rating** | 4.4 out of 5 | 4.5 out of 5 | 
| **Total Reviews** | 141 | 761 | 
| **Largest Market Segment** | Enterprise (55.0% of reviews) | Mid-Market (44.5% of reviews) | 
| **Entry Level Price** | No pricing available | $2 Compute/Hour | 

---
## Top Pros & Cons

### Hadoop HDFS

Pros:
- Data Processing (1 reviews)
- Data Security (1 reviews)

Cons:
- Increased Costs (1 reviews)
- Maintenance Issues (1 reviews)

### Snowflake

Pros:
- Ease of Use (183 reviews)
- Features (118 reviews)

Cons:
- Expensive (91 reviews)
- Feature Limitations (54 reviews)

---
## Ratings Comparison
| Rating | Hadoop HDFS | Snowflake | 
|---|---|---|
  | **Meets Requirements** | 8.6 (118 reviews) | 9.1 (582 reviews) | 
  | **Ease of Use** | 7.5 (120 reviews) | 9.0 (620 reviews) | 
  | **Ease of Setup** | 6.9 (47 reviews) | 9.0 (403 reviews) | 
  | **Ease of Admin** | 7.1 (44 reviews) | 8.7 (215 reviews) | 
  | **Quality of Support** | 7.8 (103 reviews) | 8.7 (533 reviews) | 
  | **Has the product been a good partner in doing business?** | 7.7 (42 reviews) | 9.0 (217 reviews) | 
  | **Product Direction (% positive)** | 8.0 (113 reviews) | 9.3 (550 reviews) | 

---
## Pricing

### Hadoop HDFS

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### Snowflake

#### Entry-Level Pricing

Plan: Standard

Price: $2 Compute/Hour

Description: Compute usage is billed on a per-second basis, with a minimum of 60 seconds. You can secure price discounts with pre-purchased Snowflake capacity options. 

Key Features:
- Complete SQL Data Warehouse
- Secure Data Sharing across regions / clouds
- Premier Support 24 x 365

[Browse all 4 editions](https://www.g2.com/products/snowflake/pricing)

#### Free Trial

Yes

---
## Features Comparison By Category

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Hadoop HDFS** | N/A | N/A |
| **Snowflake** | N/A | N/A |

#### Administration

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **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 | 

#### Management

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **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 | 

#### Compliance

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **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 | 

#### Security

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Access Control** | Not enough data | Not enough data | 
| **Roles Management** | Not enough data | Not enough data | 
| **Compliance Management** | Not enough data | Not enough data | 

#### Data Quality

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **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

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Data Quality Management** | Not enough data | Not enough data | 
| **Policy Management** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

#### Agentic AI - Data Governance

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **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 | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Hadoop HDFS** | N/A | N/A |
| **Snowflake** | 9.2/10 | 14 |

#### Deployment

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Language Flexibility** | Not enough data | 9.2 (13 reviews) | 
| **Framework Flexibility** | Not enough data | 9.0 (13 reviews) | 
| **Versioning** | Not enough data | 9.1 (13 reviews) | 
| **Ease of Deployment** | Not enough data | 9.4 (13 reviews) | 
| **Scalability** | Not enough data | 9.4 (13 reviews) | 

#### Deployment

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Language Flexibility** | Not enough data | 9.4 (11 reviews) | 
| **Framework Flexibility** | Not enough data | 9.5 (11 reviews) | 
| **Versioning** | Not enough data | 9.5 (11 reviews) | 
| **Ease of Deployment** | Not enough data | 9.5 (11 reviews) | 
| **Scalability** | Not enough data | 9.4 (11 reviews) | 

#### Management

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Cataloging** | Not enough data | 9.0 (13 reviews) | 
| **Monitoring** | Not enough data | 9.0 (12 reviews) | 
| **Governing** | Not enough data | 9.2 (13 reviews) | 
| **Model Registry** | Not enough data | 9.1 (13 reviews) | 

#### Operations

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Metrics** | Not enough data | 8.9 (11 reviews) | 
| **Infrastructure management** | Not enough data | 8.9 (11 reviews) | 
| **Collaboration** | Not enough data | 9.5 (11 reviews) | 

#### Management

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Cataloging** | Not enough data | 9.2 (11 reviews) | 
| **Monitoring** | Not enough data | 9.3 (10 reviews) | 
| **Governing** | Not enough data | 8.8 (11 reviews) | 

#### Generative AI

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.6 (11 reviews) | 
| **AI Text Summarization** | Not enough data | 8.5 (11 reviews) | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Hadoop HDFS** | N/A | N/A |
| **Snowflake** | 8.7/10 | 40 |

#### System

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Data Ingestion & Wrangling** | Not enough data | 9.2 (30 reviews) | 

#### Model Development

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Language Support** | Not enough data | 9.2 (33 reviews) | 
| **Drag and Drop** | Not enough data | 8.6 (29 reviews) | 
| **Pre-Built Algorithms** | Not enough data | 8.4 (31 reviews) | 
| **Model Training** | Not enough data | 8.9 (32 reviews) | 

#### Model Development

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Feature Engineering** | Not enough data | 8.8 (29 reviews) | 

#### Machine/Deep Learning Services

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Computer Vision** | Not enough data | 8.6 (29 reviews) | 
| **Natural Language Processing** | Not enough data | 8.7 (32 reviews) | 
| **Natural Language Generation** | Not enough data | 8.4 (29 reviews) | 
| **Artificial Neural Networks** | Not enough data | 8.4 (28 reviews) | 

#### Machine/Deep Learning Services

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Natural Language Understanding** | Not enough data | 8.6 (29 reviews) | 
| **Deep Learning** | Not enough data | 8.6 (26 reviews) | 

#### Deployment

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Managed Service** | Not enough data | 9.2 (33 reviews) | 
| **Application** | Not enough data | 9.0 (29 reviews) | 
| **Scalability** | Not enough data | 9.2 (31 reviews) | 

#### Generative AI

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.6 (28 reviews) | 
| **AI Text Summarization** | Not enough data | 8.5 (27 reviews) | 
| **AI Text-to-Image** | Not enough data | 8.5 (26 reviews) | 

#### Agentic AI - Data Science and Machine Learning Platforms

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 8.4 (15 reviews) | 
| **Multi-step Planning** | Not enough data | 8.4 (15 reviews) | 
| **Cross-system Integration** | Not enough data | 8.5 (14 reviews) | 
| **Adaptive Learning** | Not enough data | 8.6 (14 reviews) | 
| **Natural Language Interaction** | Not enough data | 8.4 (15 reviews) | 
| **Proactive Assistance** | Not enough data | 8.4 (15 reviews) | 
| **Decision Making** | Not enough data | 8.4 (15 reviews) | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **Hadoop HDFS** | N/A | N/A |
| **Snowflake** | 8.8/10 | 292 |

#### Data Management

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Data Integration** | Not enough data | 9.1 (220 reviews) ✓ Verified | 
| **Data Compression** | Not enough data | 8.9 (182 reviews) ✓ Verified | 
| **Data Quality** | Not enough data | 9.1 (192 reviews) ✓ Verified | 
| **Built-In Data Analytics** | Not enough data | 8.4 (191 reviews) ✓ Verified | 
| **In-Database Machine Learning** | Not enough data | 8.2 (169 reviews) ✓ Verified | 
| **Data Lake Analytics** | Not enough data | 8.7 (169 reviews) ✓ Verified | 

#### Integration

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **AI/ ML Integration** | Not enough data | 8.4 (170 reviews) ✓ Verified | 
| **BI Tool Integration** | Not enough data | 9.1 (208 reviews) ✓ Verified | 
| **Data lake Integration** | Not enough data | 8.9 (174 reviews) ✓ Verified | 

#### Deployment

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **On-Premise** | Not enough data | 7.8 (148 reviews) ✓ Verified | 
| **Cloud** | Not enough data | 9.3 (214 reviews) ✓ Verified | 

#### Performance 

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Scalability** | Not enough data | 9.4 (230 reviews) ✓ Verified | 

#### Security

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Data Governance** | Not enough data | 8.9 (194 reviews) ✓ Verified | 
| **Data Security** | Not enough data | 9.1 (200 reviews) ✓ Verified | 

#### Generative AI

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.1 (90 reviews) | 
| **AI Text Summarization** | Not enough data | 8.2 (87 reviews) | 

### Database Management Systems (DBMS)

| Product | Score | Reviews |
|---|---|---|
| **Hadoop HDFS** | N/A | N/A |
| **Snowflake** | 9.2/10 | 111 |

#### Management

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Data dictionary** | Not enough data | 9.0 (87 reviews) | 
| **Data Replication** | Not enough data | 9.1 (88 reviews) | 
| **Query Language** | Not enough data | 9.4 (94 reviews) | 
| **Data Modeling** | Not enough data | 9.0 (92 reviews) | 
| **Performance Analysis** | Not enough data | 9.1 (91 reviews) | 

#### Maintenance

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Data Migration** | Not enough data | 9.3 (91 reviews) | 
| **Backup and Recovery** | Not enough data | 9.0 (89 reviews) | 
| **Multi-User Environment** | Not enough data | 9.3 (93 reviews) | 

#### Security

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Data Encryption** | Not enough data | 9.3 (90 reviews) | 
| **User Access Control** | Not enough data | 9.2 (95 reviews) | 

### Columnar Databases

| Product | Score | Reviews |
|---|---|---|
| **Hadoop HDFS** | N/A | N/A |
| **Snowflake** | 9.2/10 | 53 |

#### Storage

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Data Model** | Not enough data | 9.2 (46 reviews) | 
| **Data Types** | Not enough data | 9.2 (46 reviews) | 

#### Availability

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Auto Sharding** | Not enough data | 9.1 (41 reviews) | 
| **Auto Recovery** | Not enough data | 9.2 (39 reviews) | 
| **Data Replication** | Not enough data | 9.2 (43 reviews) | 

#### Performance

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Integrated Cache** | Not enough data | 9.2 (46 reviews) | 

#### Security

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Role-Based Authorization** | Not enough data | 9.1 (46 reviews) | 
| **Authentication** | Not enough data | 9.2 (47 reviews) | 
| **Audit Logs** | Not enough data | 9.0 (40 reviews) | 
| **Encryption** | Not enough data | 9.2 (40 reviews) | 

#### Support

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Multi-Model** | Not enough data | 9.3 (38 reviews) | 
| **Operating Systems** | Not enough data | 9.2 (37 reviews) | 

### Data Clean Room

| Product | Score | Reviews |
|---|---|---|
| **Hadoop HDFS** | N/A | N/A |
| **Snowflake** | 9.2/10 | 28 |

#### Centralized computation

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Centralized Computation** | Not enough data | 9.3 (27 reviews) | 

#### Localized computation

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Localized computation** | Not enough data | 9.0 (26 reviews) | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Hadoop HDFS** | 8.7/10 | 49 |
| **Snowflake** | 9.1/10 | 120 |

#### Database

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Real-Time Data Collection** | 8.6 (42 reviews) | 9.0 (102 reviews) | 
| **Data Distribution** | 9.1 (46 reviews) | 9.3 (105 reviews) | 
| **Data Lake** | 9.0 (40 reviews) | 9.3 (98 reviews) | 

#### Integrations

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Hadoop Integration** | 9.1 (44 reviews) | 8.7 (79 reviews) | 
| **Spark Integration** | 8.8 (40 reviews) | 8.7 (85 reviews) | 

#### Platform

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Machine Scaling** | 8.3 (40 reviews) | 9.1 (95 reviews) | 
| **Data Preparation** | 8.4 (43 reviews) | 9.0 (100 reviews) | 
| **Spark Integration** | 8.8 (40 reviews) | 8.7 (85 reviews) | 

#### Processing

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Cloud Processing** | 8.7 (36 reviews) | 9.3 (100 reviews) | 
| **Workload Processing** | 8.5 (41 reviews) | 9.1 (98 reviews) | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Hadoop HDFS** | N/A | N/A |
| **Snowflake** | 9.0/10 | 109 |

#### Data Transformation

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Real-Time Analytics** | Not enough data | 9.2 (96 reviews) | 
| **Data Querying** | Not enough data | 9.4 (97 reviews) | 

#### Connectivity

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Hadoop Integration** | Not enough data | 8.6 (82 reviews) | 
| **Spark Integration** | Not enough data | 8.7 (83 reviews) | 
| **Multi-Source Analysis** | Not enough data | 9.1 (86 reviews) | 
| **Data Lake** | Not enough data | 9.1 (88 reviews) | 

#### Operations

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Data Visualization** | Not enough data | 8.7 (92 reviews) | 
| **Data Workflow** | Not enough data | 9.2 (88 reviews) | 
| **Governed Discovery** | Not enough data | 8.9 (80 reviews) | 
| **Embedded Analytics** | Not enough data | 8.8 (84 reviews) | 
| **Notebooks** | Not enough data | 8.8 (84 reviews) | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Hadoop HDFS** | N/A | N/A |
| **Snowflake** | N/A | N/A |

#### Building Reports

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | 
| **Integration APIs** | Not enough data | Not enough data | 

#### Platform

| Feature | Hadoop HDFS | Snowflake | 
|---|---|---|
| **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 Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution)


**Unique to Snowflake (9):** [Data Clean Room Software](https://www.g2.com/categories/data-clean-room), [Columnar Databases](https://www.g2.com/categories/columnar-databases), [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms), [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse), [Data Governance Tools](https://www.g2.com/categories/data-governance-tools)


---
## Reviewer Demographics

### By Company Size

| Segment | Hadoop HDFS | Snowflake | 
|---|---|---|
| **Small-Business** | 21.7% | 13.0% | 
| **Mid-Market** | 23.3% | 44.5% | 
| **Enterprise** | 55.0% | 42.5% | 

### By Industry

#### Hadoop HDFS

- **Computer Software:** 24.0%
- **Information Technology and Services:** 21.7%
- **Internet:** 7.8%
- **Financial Services:** 4.7%
- **Banking:** 3.9%
- **Higher Education:** 3.9%
- **Research:** 3.1%
- **Computer Networking:** 3.1%
- **Computer & Network Security:** 2.3%
- **Management Consulting:** 2.3%
- **Other:** 23.3%

#### Snowflake

- **Information Technology and Services:** 15.1%
- **Computer Software:** 13.9%
- **Financial Services:** 10.2%
- **Marketing and Advertising:** 4.7%
- **Hospital & Health Care:** 3.3%
- **Retail:** 3.3%
- **Insurance:** 3.2%
- **Information Services:** 2.4%
- **Consulting:** 2.3%
- **Logistics and Supply Chain:** 2.3%
- **Other:** 39.3%

---
## Alternatives

### Alternatives to Hadoop HDFS

- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (1355 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1223 reviews)
- [Cloudera](https://www.g2.com/products/cloudera/reviews) — 4.1/5 stars (136 reviews)
- [Google Cloud Managed Service for Apache Spark](https://www.g2.com/products/google-cloud-managed-service-for-apache-spark/reviews) — 4.4/5 stars (17 reviews)
- [Rocket Vertica](https://www.g2.com/products/rocket-vertica/reviews) — 4.3/5 stars (216 reviews)
- [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2284 reviews)
- [Dremio](https://www.g2.com/products/dremio/reviews) — 4.6/5 stars (71 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (376 reviews)
- [Posit Team](https://www.g2.com/products/posit-team/reviews) — 4.5/5 stars (574 reviews)
- [Qubole](https://www.g2.com/products/qubole/reviews) — 4.0/5 stars (259 reviews)

### Alternatives to Snowflake

- [Cloudera](https://www.g2.com/products/cloudera/reviews) — 4.1/5 stars (136 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (1355 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1223 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (376 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (889 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (620 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (404 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1058 reviews)
- [Rocket Vertica](https://www.g2.com/products/rocket-vertica/reviews) — 4.3/5 stars (216 reviews)
- [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2284 reviews)

---
## Top Discussions

### Hadoop HDFS

- Title: [What is Hadoop HDFS used for?](https://www.g2.com/discussions/what-is-hadoop-hdfs-used-for) — 1 comment, 1 upvote
  > **Top comment:** "Hadoop HDFS is used for storing large volume of data... so called 'Big Data'.
"

### Snowflake

- Title: [What's the best way to manage change data capture in Snowflake?](https://www.g2.com/discussions/what-s-the-best-way-to-manage-change-data-capture-in-snowflake) — 4 comments, 2 upvotes
  > **Top comment:** "Do. It in the upstream source system using. Somethjng like aws DMS"
- Title: [What is Snowflake used for?](https://www.g2.com/discussions/what-is-snowflake-used-for) — 2 comments, 1 upvote
  > **Top comment:** "For ETL, Data warehouse and data management. "
- Title: [Snowflake - how to connect to Snowflake using NodeJS](https://www.g2.com/discussions/snowflake-how-to-connect-to-snowflake-using-nodejs) — 2 comments, 1 upvote
  > **Top comment:** "Does this help? https://www.ameexusa.com/blogs/connecting-node-js-snowflake"
- Title: [What is the difference between Snowflake vs Redshift? Which one is Good to Learn.](https://www.g2.com/discussions/what-is-the-difference-between-snowflake-vs-redshift-which-one-is-good-to-learn) — 2 comments, 1 upvote
  > **Top comment:** "I have take up the Snowflake and it is the much interesting on than Redshift. You can for other courses from https://attariclasses.in/"
- Title: [which is best snowflake or My sql](https://www.g2.com/discussions/which-is-best-snowflake-or-my-sql) — 2 comments, 1 upvote
  > **Top comment:** "Depends on your needs.  MySQL is open source/free.   It or Postgres (another open source db) is good for pretty much any normal need.   You can install on..."

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/hadoop-hdfs-vs-snowflake)