# Hadoop HDFS, WinSCP vs Google Cloud BigQuery Comparison

| | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **Star Rating** | 4.4 out of 5 | 4.6 out of 5 | 4.5 out of 5 | 
| **Total Reviews** | 141 | 227 | 1,235 | 
| **Largest Market Segment** | Enterprise (55.0% of reviews) | Enterprise (38.2% of reviews) | Enterprise (38.1% of reviews) | 
| **Entry Level Price** | No pricing available | No pricing available | Free | 

---
## Top Pros & Cons

### Hadoop HDFS

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

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

### WinSCP

Pros:
- Security (3 reviews)
- User Interface (3 reviews)

Cons:
- Outdated Interface (2 reviews)
- Unreliable Connectivity (2 reviews)

### Google Cloud BigQuery

Pros:
- Ease of Use (156 reviews)
- Speed (143 reviews)

Cons:
- Expensive (127 reviews)
- Query Issues (78 reviews)

---
## Ratings Comparison
| Rating | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
  | **Meets Requirements** | 8.6 (118 reviews) | 9.3 (191 reviews) | 8.8 (635 reviews) | 
  | **Ease of Use** | 7.5 (120 reviews) | 9.2 (193 reviews) | 8.7 (652 reviews) | 
  | **Ease of Setup** | 6.9 (47 reviews) | 9.5 (36 reviews) | 8.7 (424 reviews) | 
  | **Ease of Admin** | 7.1 (44 reviews) | 9.5 (29 reviews) | 8.5 (225 reviews) | 
  | **Quality of Support** | 7.8 (103 reviews) | 8.5 (145 reviews) | 8.3 (577 reviews) | 
  | **Has the product been a good partner in doing business?** | 7.7 (42 reviews) | 8.8 (23 reviews) | 8.6 (219 reviews) | 
  | **Product Direction (% positive)** | 8.0 (113 reviews) | 8.9 (187 reviews) | 9.3 (620 reviews) | 

---
## Pricing

### Hadoop HDFS

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### WinSCP

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### Google Cloud BigQuery

#### Entry-Level Pricing

Plan: Free

Price: Free

Description: New customers get $300 in free Google Cloud credits to spend on BigQuery with free trial sign-up. 

Key Features:
- 10 GB storage
- Up to 1 TB queries per month

[Browse all 5 editions](https://www.g2.com/products/google-cloud-bigquery/pricing)

#### Free Trial

Yes

---
## Features Comparison By Category

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Hadoop HDFS** | N/A | N/A |
| **WinSCP** | N/A | N/A |
| **Google Cloud BigQuery** | 9.0/10 | 137 |

#### Management

| Feature | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **Reporting** | Not enough data | Not enough data | 8.6 (122 reviews) | 
| **Auditing** | Not enough data | Not enough data | 8.3 (120 reviews) | 

#### Functionality

| Feature | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **Extraction** | Not enough data | Not enough data | 9.0 (121 reviews) | 
| **Transformation** | Not enough data | Not enough data | 9.1 (124 reviews) | 
| **Loading** | Not enough data | Not enough data | 9.0 (125 reviews) | 
| **Automation** | Not enough data | Not enough data | 8.9 (124 reviews) | 
| **Scalability** | Not enough data | Not enough data | 9.3 (123 reviews) | 

### File Transfer Protocol (FTP)

| Product | Score | Reviews |
|---|---|---|
| **Hadoop HDFS** | N/A | N/A |
| **WinSCP** | 8.8/10 | 71 |
| **Google Cloud BigQuery** | N/A | N/A |

#### Management

| Feature | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **File Management** | Not enough data | 9.6 (66 reviews) | Not enough data | 
| **Synchronization** | Not enough data | 9.1 (64 reviews) | Not enough data | 
| **Scheduling** | Not enough data | 8.8 (51 reviews) | Not enough data | 
| **Performance** | Not enough data | 8.8 (67 reviews) | Not enough data | 

#### Functionality

| Feature | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **File Transfer** | Not enough data | 9.5 (69 reviews) | Not enough data | 
| **Language Support** | Not enough data | 8.5 (53 reviews) | Not enough data | 
| **File Backup** | Not enough data | 8.5 (55 reviews) | Not enough data | 
| **Mobile Support** | Not enough data | 7.1 (40 reviews) | Not enough data | 

#### Security

| Feature | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **Encryption** | Not enough data | 8.8 (59 reviews) | Not enough data | 
| **Authentication** | Not enough data | 9.1 (64 reviews) | Not enough data | 
| **Access Control** | Not enough data | 9.2 (62 reviews) | Not enough data | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **Hadoop HDFS** | N/A | N/A |
| **WinSCP** | N/A | N/A |
| **Google Cloud BigQuery** | 8.6/10 | 281 |

#### Data Management

| Feature | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **Data Integration** | Not enough data | Not enough data | 8.9 (229 reviews) ✓ Verified | 
| **Data Compression** | Not enough data | Not enough data | 8.3 (210 reviews) ✓ Verified | 
| **Data Quality** | Not enough data | Not enough data | 8.9 (218 reviews) ✓ Verified | 
| **Built-In Data Analytics** | Not enough data | Not enough data | 8.6 (221 reviews) ✓ Verified | 
| **In-Database Machine Learning** | Not enough data | Not enough data | 8.3 (204 reviews) ✓ Verified | 
| **Data Lake Analytics** | Not enough data | Not enough data | 8.6 (201 reviews) ✓ Verified | 

#### Integration

| Feature | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **AI/ ML Integration** | Not enough data | Not enough data | 8.5 (205 reviews) ✓ Verified | 
| **BI Tool Integration** | Not enough data | Not enough data | 8.6 (218 reviews) ✓ Verified | 
| **Data lake Integration** | Not enough data | Not enough data | 8.6 (201 reviews) ✓ Verified | 

#### Deployment

| Feature | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **On-Premise** | Not enough data | Not enough data | 7.8 (187 reviews) ✓ Verified | 
| **Cloud** | Not enough data | Not enough data | 9.1 (228 reviews) ✓ Verified | 

#### Performance 

| Feature | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **Scalability** | Not enough data | Not enough data | 9.2 (240 reviews) ✓ Verified | 

#### Security

| Feature | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **Data Governance** | Not enough data | Not enough data | 8.7 (209 reviews) ✓ Verified | 
| **Data Security** | Not enough data | Not enough data | 9.1 (216 reviews) ✓ Verified | 

#### Generative AI

| Feature | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 7.6 (127 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | 7.8 (124 reviews) | 

### Columnar Databases

| Product | Score | Reviews |
|---|---|---|
| **Hadoop HDFS** | N/A | N/A |
| **WinSCP** | N/A | N/A |
| **Google Cloud BigQuery** | 8.8/10 | 80 |

#### Storage

| Feature | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **Data Model** | Not enough data | Not enough data | 9.1 (69 reviews) | 
| **Data Types** | Not enough data | Not enough data | 8.7 (69 reviews) | 

#### Availability

| Feature | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **Auto Sharding** | Not enough data | Not enough data | 8.3 (61 reviews) | 
| **Auto Recovery** | Not enough data | Not enough data | 8.5 (65 reviews) | 
| **Data Replication** | Not enough data | Not enough data | 8.6 (67 reviews) | 

#### Performance

| Feature | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **Integrated Cache** | Not enough data | Not enough data | 8.5 (64 reviews) | 

#### Security

| Feature | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **Role-Based Authorization** | Not enough data | Not enough data | 8.7 (70 reviews) | 
| **Authentication** | Not enough data | Not enough data | 8.8 (68 reviews) | 
| **Audit Logs** | Not enough data | Not enough data | 8.4 (69 reviews) | 
| **Encryption** | Not enough data | Not enough data | 8.6 (64 reviews) | 

#### Support

| Feature | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **Multi-Model** | Not enough data | Not enough data | 8.7 (65 reviews) | 
| **Operating Systems** | Not enough data | Not enough data | 8.8 (65 reviews) | 

### Data Clean Room

| Product | Score | Reviews |
|---|---|---|
| **Hadoop HDFS** | N/A | N/A |
| **WinSCP** | N/A | N/A |
| **Google Cloud BigQuery** | 9.2/10 | 31 |

#### Centralized computation

| Feature | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **Centralized Computation** | Not enough data | Not enough data | 9.0 (26 reviews) | 

#### Localized computation

| Feature | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **Localized computation** | Not enough data | Not enough data | 8.5 (27 reviews) | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Hadoop HDFS** | N/A | N/A |
| **WinSCP** | N/A | N/A |
| **Google Cloud BigQuery** | 8.6/10 | 84 |

#### Statistical Tool

| Feature | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **Scripting** | Not enough data | Not enough data | 8.7 (78 reviews) | 
| **Data Mining** | Not enough data | Not enough data | 9.0 (78 reviews) | 
| **Algorithms** | Not enough data | Not enough data | 8.8 (80 reviews) | 

#### Data Analysis

| Feature | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **Analysis** | Not enough data | Not enough data | 9.2 (79 reviews) | 
| **Data Interaction** | Not enough data | Not enough data | 9.1 (79 reviews) | 

#### Decision Making

| Feature | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **Modeling** | Not enough data | Not enough data | 8.8 (80 reviews) | 
| **Data Visualizations** | Not enough data | Not enough data | 8.7 (77 reviews) | 
| **Report Generation** | Not enough data | Not enough data | 8.7 (80 reviews) | 
| **Data Unification** | Not enough data | Not enough data | 8.7 (77 reviews) | 

#### Generative AI

| Feature | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 7.5 (50 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | 7.8 (50 reviews) | 

### Marketing Analytics

| Product | Score | Reviews |
|---|---|---|
| **Hadoop HDFS** | N/A | N/A |
| **WinSCP** | N/A | N/A |
| **Google Cloud BigQuery** | 8.9/10 | 73 |

#### Marketing Operations

| Feature | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **ROI Tracking** | Not enough data | Not enough data | 8.8 (65 reviews) | 
| **Data Collection** | Not enough data | Not enough data | 9.2 (64 reviews) | 
| **Customer Insights** | Not enough data | Not enough data | 8.9 (64 reviews) | 
| **Multi-User Access** | Not enough data | Not enough data | 9.4 (65 reviews) | 
| **Spend Management** | Not enough data | Not enough data | 8.8 (63 reviews) | 
| **White Label** | Not enough data | Not enough data | 8.4 (62 reviews) | 

#### Campaign Activity

| Feature | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **Campaign Insights** | Not enough data | Not enough data | 9.1 (67 reviews) | 
| **Reports and Dashboards** | Not enough data | Not enough data | 9.5 (67 reviews) | 
| **Campaign Stickiness** | Not enough data | Not enough data | 8.7 (64 reviews) | 
| **Multichannel Tracking** | Not enough data | Not enough data | 9.2 (61 reviews) | 
| **Brand Optimization** | Not enough data | Not enough data | 8.9 (62 reviews) | 
| **Predictive Analytics** | Not enough data | Not enough data | 9.0 (64 reviews) | 

#### Agentic AI - Marketing Analytics

| Feature | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 8.7 (15 reviews) | 
| **Cross-system Integration** | Not enough data | Not enough data | 9.6 (16 reviews) | 
| **Proactive Assistance** | Not enough data | Not enough data | 8.2 (15 reviews) | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Hadoop HDFS** | 8.7/10 | 49 |
| **WinSCP** | N/A | N/A |
| **Google Cloud BigQuery** | 8.8/10 | 216 |

#### Database

| Feature | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **Real-Time Data Collection** | 8.6 (42 reviews) | Not enough data | 8.8 (175 reviews) | 
| **Data Distribution** | 9.1 (46 reviews) | Not enough data | 8.9 (173 reviews) | 
| **Data Lake** | 9.0 (40 reviews) | Not enough data | 8.8 (168 reviews) | 

#### Integrations

| Feature | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **Hadoop Integration** | 9.1 (44 reviews) | Not enough data | 8.4 (136 reviews) | 
| **Spark Integration** | 8.8 (40 reviews) | Not enough data | 8.5 (133 reviews) | 

#### Platform

| Feature | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **Machine Scaling** | 8.3 (40 reviews) | Not enough data | 8.8 (150 reviews) | 
| **Data Preparation** | 8.4 (43 reviews) | Not enough data | 8.9 (165 reviews) | 
| **Spark Integration** | 8.8 (40 reviews) | Not enough data | 8.5 (133 reviews) | 

#### Processing

| Feature | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **Cloud Processing** | 8.7 (36 reviews) | Not enough data | 9.2 (168 reviews) | 
| **Workload Processing** | 8.5 (41 reviews) | Not enough data | 9.1 (161 reviews) | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Hadoop HDFS** | N/A | N/A |
| **WinSCP** | N/A | N/A |
| **Google Cloud BigQuery** | 8.6/10 | 328 |

#### Data Transformation

| Feature | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **Real-Time Analytics** | Not enough data | Not enough data | 8.8 (285 reviews) | 
| **Data Querying** | Not enough data | Not enough data | 9.3 (294 reviews) | 

#### Connectivity

| Feature | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **Hadoop Integration** | Not enough data | Not enough data | 8.1 (251 reviews) | 
| **Spark Integration** | Not enough data | Not enough data | 8.2 (250 reviews) | 
| **Multi-Source Analysis** | Not enough data | Not enough data | 8.7 (279 reviews) | 
| **Data Lake** | Not enough data | Not enough data | 8.7 (270 reviews) | 

#### Operations

| Feature | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **Data Visualization** | Not enough data | Not enough data | 8.5 (279 reviews) | 
| **Data Workflow** | Not enough data | Not enough data | 8.7 (277 reviews) | 
| **Governed Discovery** | Not enough data | Not enough data | 8.3 (255 reviews) | 
| **Embedded Analytics** | Not enough data | Not enough data | 8.4 (262 reviews) | 
| **Notebooks** | Not enough data | Not enough data | 8.5 (254 reviews) | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Hadoop HDFS** | N/A | N/A |
| **WinSCP** | N/A | N/A |
| **Google Cloud BigQuery** | N/A | N/A |

#### Building Reports

| Feature | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | Not enough data | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | Not enough data | 
| **Integration APIs** | Not enough data | Not enough data | Not enough data | 

#### Platform

| Feature | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | Not enough data | 

---
## Categories

**Unique to Hadoop HDFS (1):** [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution)

**Unique to WinSCP (1):** [File Transfer Protocol (FTP) Software](https://www.g2.com/categories/file-transfer-protocol-ftp)

**Unique to Google Cloud BigQuery (9):** [Columnar Databases](https://www.g2.com/categories/columnar-databases), [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms), [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), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics), [Marketing Analytics Software](https://www.g2.com/categories/marketing-analytics), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse), [Data Clean Room Software](https://www.g2.com/categories/data-clean-room)


---
## Reviewer Demographics

### By Company Size

| Segment | Hadoop HDFS | WinSCP | Google Cloud BigQuery | 
|---|---|---|---|
| **Small-Business** | 21.7% | 32.3% | 27.4% | 
| **Mid-Market** | 23.3% | 29.5% | 34.6% | 
| **Enterprise** | 55.0% | 38.2% | 38.1% | 

### 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%

#### WinSCP

- **Information Technology and Services:** 36.4%
- **Computer Software:** 13.6%
- **Computer & Network Security:** 3.6%
- **Telecommunications:** 3.2%
- **Higher Education:** 2.7%
- **Banking:** 2.3%
- **Financial Services:** 2.3%
- **Education Management:** 2.3%
- **Internet:** 1.8%
- **Marketing and Advertising:** 1.8%
- **Other:** 30.0%

#### Google Cloud BigQuery

- **Information Technology and Services:** 15.9%
- **Computer Software:** 13.6%
- **Retail:** 7.0%
- **Financial Services:** 6.6%
- **Marketing and Advertising:** 5.2%
- **Consulting:** 3.5%
- **Telecommunications:** 2.8%
- **Banking:** 2.5%
- **Computer & Network Security:** 2.2%
- **Hospital & Health Care:** 1.9%
- **Other:** 38.7%

---
## Alternatives

### Alternatives to Hadoop HDFS

- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (768 reviews)
- [Cloudera Data Platform](https://www.g2.com/products/cloudera-cloudera-data-platform/reviews) — 4.1/5 stars (136 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (739 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)
- [OpenText Vertica](https://www.g2.com/products/opentext-vertica/reviews) — 4.3/5 stars (216 reviews)
- [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2272 reviews)
- [Dremio](https://www.g2.com/products/dremio/reviews) — 4.6/5 stars (70 reviews)
- [Teradata Vantage](https://www.g2.com/products/teradata-teradata-vantage/reviews) — 4.3/5 stars (373 reviews)
- [Posit](https://www.g2.com/products/posit-posit/reviews) — 4.5/5 stars (570 reviews)
- [Qubole](https://www.g2.com/products/qubole/reviews) — 4.0/5 stars (259 reviews)

### Alternatives to WinSCP

- [FileZilla](https://www.g2.com/products/filezilla/reviews) — 4.5/5 stars (767 reviews)
- [CuteFTP](https://www.g2.com/products/cuteftp/reviews) — 4.6/5 stars (23 reviews)
- [Progress MOVEit](https://www.g2.com/products/progress-moveit/reviews) — 4.4/5 stars (526 reviews)
- [GoAnywhere MFT](https://www.g2.com/products/goanywhere-mft/reviews) — 4.6/5 stars (424 reviews)
- [Progress ShareFile](https://www.g2.com/products/progress-sharefile/reviews) — 4.2/5 stars (1534 reviews)
- [SmartFTP](https://www.g2.com/products/smartftp/reviews) — 4.0/5 stars (21 reviews)
- [Globalscape](https://www.g2.com/products/globalscape/reviews) — 4.6/5 stars (77 reviews)
- [Cerberus FTP Server](https://www.g2.com/products/cerberus-ftp-server/reviews) — 4.7/5 stars (43 reviews)
- [Files.com](https://www.g2.com/products/files-com/reviews) — 4.6/5 stars (293 reviews)
- [ExaVault](https://www.g2.com/products/exavault/reviews) — 4.5/5 stars (194 reviews)

### Alternatives to Google Cloud BigQuery

- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (739 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (768 reviews)
- [Cloudera Data Platform](https://www.g2.com/products/cloudera-cloudera-data-platform/reviews) — 4.1/5 stars (136 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (401 reviews)
- [Teradata Vantage](https://www.g2.com/products/teradata-teradata-vantage/reviews) — 4.3/5 stars (373 reviews)
- [OpenText Vertica](https://www.g2.com/products/opentext-vertica/reviews) — 4.3/5 stars (216 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (806 reviews)
- [IBM Db2](https://www.g2.com/products/ibm-db2/reviews) — 4.1/5 stars (682 reviews)
- [Qubole](https://www.g2.com/products/qubole/reviews) — 4.0/5 stars (259 reviews)
- [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2272 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'.
"

### WinSCP

- Title: [Is WinSCP safe?](https://www.g2.com/discussions/is-winscp-safe) — 2 comments, 1 upvote
  > **Top comment:** "Yes, I've been using it for years and it's a pretty good client"
- Title: [When shall we get updated version?](https://www.g2.com/discussions/52239-when-shall-we-get-updated-version) — 2 comments, 1 upvote
  > **Top comment:** "
Update newer version doesn't directly update the app"
- Title: [What does WinSCP software do?](https://www.g2.com/discussions/what-does-winscp-software-do) — 1 comment
  > **Top comment:** "winscp is used for file management to transfer files from local to remotely locations "
- Title: [Setting up FTP? Please help!](https://www.g2.com/discussions/setting-up-ftp-please-help) — 1 comment, 1 upvote
  > **Top comment:** "Sounds like you need FTP server software, and not FTP client software (which WinSCP is).  I'm using TitanFTP Server; it's not cheap, but best in the industry..."
- Title: [The tools seems have a lot functionality, is there any tips rather than to be used for transfer file?](https://www.g2.com/discussions/30066-the-tools-seems-have-a-lot-functionality-is-there-any-tips-rather-than-to-be-used-for-transfer-file) — 1 comment
  > **Top comment:** "We can upload and download the data between different networks which could be accessed through the same Host."

### Google Cloud BigQuery

- Title: [Is Big Query free?](https://www.g2.com/discussions/is-big-query-free) — 3 comments, 1 upvote
  > **Top comment:** "my cloud software store "
- Title: [Is BigQuery part of Google Cloud Platform?](https://www.g2.com/discussions/is-bigquery-part-of-google-cloud-platform) — 2 comments, 2 upvotes
  > **Top comment:** "Yes, bigquery is part of google cloud platform."
- Title: [What is Google BigQuery based on?](https://www.g2.com/discussions/what-is-google-bigquery-based-on) — 1 comment
  > **Top comment:** "Dremel: The Execution Engine
Colossus: Distributed Storage
Borg: Compute
Jupiter: The Network
"
- Title: [What is Google BigQuery used for?](https://www.g2.com/discussions/what-is-google-bigquery-used-for) — 1 comment
  > **Top comment:** "BigQuery is a powerful tool for organizations that need to analyze large datasets quickly and effectively and can be used for a variety of purposes depending..."
- Title: [When we can integrate](https://www.g2.com/discussions/when-we-can-integrate) — 1 comment, 1 upvote
  > **Top comment:** "Hi Pankaj, what kind of integration do you want to make?"

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