# Google Cloud BigQuery vs Pentaho Data Integration Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Google Cloud BigQuery excels in scalability, allowing users to manage vast amounts of data without compromising query performance. One user highlighted its ability to handle "millions or tens of millions of data" efficiently, making it a strong choice for enterprises with large datasets.
- **Users say** that Pentaho Data Integration offers a user-friendly interface, which is particularly appealing for those who prefer open-source solutions. Reviewers appreciate its "very simple design steps" that are self-explanatory, making it accessible for users with varying levels of technical expertise.
- **According to verified reviews** , Google Cloud BigQuery's integration capabilities are a standout feature, as it can seamlessly connect with numerous services, both on-premises and cloud-based. This flexibility is a significant advantage for organizations looking to streamline their data workflows.
- **Reviewers mention** that while Pentaho Data Integration is praised for its cost-effectiveness, it faces challenges in overall performance compared to BigQuery. Users noted that although it provides a good range of functionalities, it may not match the speed and efficiency of BigQuery in handling large-scale data operations.
- **G2 reviewers highlight** the quality of support provided by Google Cloud BigQuery, which scores notably higher than Pentaho Data Integration. Users appreciate the responsive support team, which enhances their overall experience and helps resolve issues more effectively.
- **Users report** that both products have their strengths in data transformation and loading, but BigQuery's advanced features, including AI enhancements, give it an edge. One user mentioned that the improvements make it feel like "an airtable," showcasing its modern capabilities in data warehousing.



| | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **Star Rating** | 4.5 out of 5 | 4.3 out of 5 | 
| **Total Reviews** | 1,226 | 17 | 
| **Largest Market Segment** | Enterprise (38.4% of reviews) | Mid-Market (41.2% of reviews) | 
| **Entry Level Price** | Free | No pricing available | 

---
## Top Pros & Cons

### Google Cloud BigQuery

Pros:
- Ease of Use (129 reviews)
- Speed (126 reviews)

Cons:
- Expensive (112 reviews)
- Query Issues (65 reviews)

### Pentaho Data Integration

Pros:
- Features (2 reviews)
- API Integration (1 reviews)

Cons:
- Performance Issues (2 reviews)
- Learning Curve (1 reviews)

---
## Ratings Comparison
| Rating | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
  | **Meets Requirements** | 8.8 (625 reviews) | 8.7 (15 reviews) | 
  | **Ease of Use** | 8.7 (642 reviews) | 8.6 (15 reviews) | 
  | **Ease of Setup** | 8.7 (414 reviews) | 8.0 (9 reviews) | 
  | **Ease of Admin** | 8.5 (225 reviews) | 8.6 (7 reviews) | 
  | **Quality of Support** | 8.3 (567 reviews) | 7.2 (12 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.6 (219 reviews) | 8.6 (6 reviews) | 
  | **Product Direction (% positive)** | 9.3 (610 reviews) | 9.2 (14 reviews) | 

---
## Pricing

### 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

### Pentaho Data Integration

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

---
## Features Comparison By Category

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud BigQuery** | 8.9/10 | 129 |
| **Pentaho Data Integration** | 9.1/10 | 5 |

#### Management

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **Reporting** | 8.5 (114 reviews) | 8.7 (5 reviews) | 
| **Auditing** | 8.3 (112 reviews) | 9.0 (5 reviews) | 

#### Functionality

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **Extraction** | 8.9 (113 reviews) | 9.7 (5 reviews) | 
| **Transformation** | 9.1 (116 reviews) | 9.7 (5 reviews) | 
| **Loading** | 9.0 (117 reviews) | 9.3 (5 reviews) | 
| **Automation** | 8.8 (117 reviews) | 8.3 (5 reviews) | 
| **Scalability** | 9.3 (115 reviews) | 8.7 (5 reviews) | 

### Cloud Migration

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud BigQuery** | N/A | N/A |
| **Pentaho Data Integration** | N/A | N/A |

#### Functionality

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **Data Migration** | Not enough data | Not enough data | 
| **Data Variety** | Not enough data | Not enough data | 
| **Alerts and Logging** | Not enough data | Not enough data | 
| **Data Replication** | Not enough data | Not enough data | 

#### Management

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **Backup and Recovery** | Not enough data | Not enough data | 
| **Integration Variety** | Not enough data | Not enough data | 
| **Access and Security** | Not enough data | Not enough data | 
| **Real time Monitoring** | Not enough data | Not enough data | 

#### Security

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **Data Protection** | Not enough data | Not enough data | 

#### Agentic AI - Cloud Migration

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 

### Data Mapping

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud BigQuery** | N/A | N/A |
| **Pentaho Data Integration** | N/A | N/A |

#### Functionality

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **Data visualisation** | Not enough data | Not enough data | 
| **Data transformation** | Not enough data | Not enough data | 
| **Data migration** | Not enough data | Not enough data | 
| **Process various formats** | Not enough data | Not enough data | 
| **No-code functionality** | Not enough data | Not enough data | 
| **Data manipulation** | Not enough data | Not enough data | 
| **Analytics** | Not enough data | Not enough data | 
| **Reporting** | Not enough data | Not enough data | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud BigQuery** | 8.6/10 | 271 |
| **Pentaho Data Integration** | N/A | N/A |

#### Data Management

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **Data Integration** | 8.9 (219 reviews) ✓ Verified | Not enough data | 
| **Data Compression** | 8.2 (200 reviews) ✓ Verified | Not enough data | 
| **Data Quality** | 8.8 (208 reviews) ✓ Verified | Not enough data | 
| **Built-In Data Analytics** | 8.5 (211 reviews) ✓ Verified | Not enough data | 
| **In-Database Machine Learning** | 8.2 (194 reviews) ✓ Verified | Not enough data | 
| **Data Lake Analytics** | 8.6 (191 reviews) ✓ Verified | Not enough data | 

#### Integration

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **AI/ ML Integration** | 8.5 (195 reviews) ✓ Verified | Not enough data | 
| **BI Tool Integration** | 8.5 (208 reviews) ✓ Verified | Not enough data | 
| **Data lake Integration** | 8.5 (191 reviews) ✓ Verified | Not enough data | 

#### Deployment

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **On-Premise** | 7.7 (177 reviews) ✓ Verified | Not enough data | 
| **Cloud** | 9.1 (218 reviews) ✓ Verified | Not enough data | 

#### Performance 

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **Scalability** | 9.1 (230 reviews) ✓ Verified | Not enough data | 

#### Security

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **Data Governance** | 8.8 (199 reviews) ✓ Verified | Not enough data | 
| **Data Security** | 9.1 (206 reviews) ✓ Verified | Not enough data | 

#### Generative AI

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **AI Text Generation** | 7.5 (117 reviews) | Not enough data | 
| **AI Text Summarization** | 7.6 (114 reviews) | Not enough data | 

### Columnar Databases

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud BigQuery** | 8.7/10 | 77 |
| **Pentaho Data Integration** | N/A | N/A |

#### Storage

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **Data Model** | 9.0 (66 reviews) | Not enough data | 
| **Data Types** | 8.7 (66 reviews) | Not enough data | 

#### Availability

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **Auto Sharding** | 8.3 (58 reviews) | Not enough data | 
| **Auto Recovery** | 8.5 (62 reviews) | Not enough data | 
| **Data Replication** | 8.5 (64 reviews) | Not enough data | 

#### Performance

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **Integrated Cache** | 8.5 (61 reviews) | Not enough data | 

#### Security

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **Role-Based Authorization** | 8.7 (67 reviews) | Not enough data | 
| **Authentication** | 8.7 (65 reviews) | Not enough data | 
| **Audit Logs** | 8.4 (66 reviews) | Not enough data | 
| **Encryption** | 8.6 (61 reviews) | Not enough data | 

#### Support

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **Multi-Model** | 8.7 (62 reviews) | Not enough data | 
| **Operating Systems** | 8.8 (62 reviews) | Not enough data | 

### Data Clean Room

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud BigQuery** | 9.0/10 | 25 |
| **Pentaho Data Integration** | N/A | N/A |

#### Centralized computation

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **Centralized Computation** | 8.8 (20 reviews) | Not enough data | 

#### Localized computation

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **Localized computation** | 8.2 (21 reviews) | Not enough data | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud BigQuery** | 8.6/10 | 81 |
| **Pentaho Data Integration** | N/A | N/A |

#### Statistical Tool

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **Scripting** | 8.6 (75 reviews) | Not enough data | 
| **Data Mining** | 8.9 (75 reviews) | Not enough data | 
| **Algorithms** | 8.8 (77 reviews) | Not enough data | 

#### Data Analysis

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **Analysis** | 9.2 (76 reviews) | Not enough data | 
| **Data Interaction** | 9.1 (76 reviews) | Not enough data | 

#### Decision Making

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **Modeling** | 8.8 (77 reviews) | Not enough data | 
| **Data Visualizations** | 8.7 (74 reviews) | Not enough data | 
| **Report Generation** | 8.7 (77 reviews) | Not enough data | 
| **Data Unification** | 8.7 (74 reviews) | Not enough data | 

#### Generative AI

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **AI Text Generation** | 7.5 (47 reviews) | Not enough data | 
| **AI Text Summarization** | 7.7 (47 reviews) | Not enough data | 

### Marketing Analytics

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud BigQuery** | 8.9/10 | 71 |
| **Pentaho Data Integration** | N/A | N/A |

#### Marketing Operations

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **ROI Tracking** | 8.8 (63 reviews) | Not enough data | 
| **Data Collection** | 9.2 (62 reviews) | Not enough data | 
| **Customer Insights** | 9.0 (62 reviews) | Not enough data | 
| **Multi-User Access** | 9.3 (63 reviews) | Not enough data | 
| **Spend Management** | 8.8 (61 reviews) | Not enough data | 
| **White Label** | 8.4 (60 reviews) | Not enough data | 

#### Campaign Activity

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **Campaign Insights** | 9.0 (65 reviews) | Not enough data | 
| **Reports and Dashboards** | 9.4 (65 reviews) | Not enough data | 
| **Campaign Stickiness** | 8.6 (62 reviews) | Not enough data | 
| **Multichannel Tracking** | 9.2 (59 reviews) | Not enough data | 
| **Brand Optimization** | 8.9 (60 reviews) | Not enough data | 
| **Predictive Analytics** | 9.0 (62 reviews) | Not enough data | 

#### Agentic AI - Marketing Analytics

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **Autonomous Task Execution** | 8.5 (13 reviews) | Not enough data | 
| **Cross-system Integration** | 9.5 (14 reviews) | Not enough data | 
| **Proactive Assistance** | 8.2 (13 reviews) | Not enough data | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud BigQuery** | 8.7/10 | 207 |
| **Pentaho Data Integration** | N/A | N/A |

#### Database

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **Real-Time Data Collection** | 8.7 (166 reviews) | Not enough data | 
| **Data Distribution** | 8.9 (164 reviews) | Not enough data | 
| **Data Lake** | 8.7 (159 reviews) | Not enough data | 

#### Integrations

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **Hadoop Integration** | 8.3 (127 reviews) | Not enough data | 
| **Spark Integration** | 8.5 (124 reviews) | Not enough data | 

#### Platform

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **Machine Scaling** | 8.8 (141 reviews) | Not enough data | 
| **Data Preparation** | 8.8 (156 reviews) | Not enough data | 
| **Spark Integration** | 8.5 (124 reviews) | Not enough data | 

#### Processing

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **Cloud Processing** | 9.2 (159 reviews) | Not enough data | 
| **Workload Processing** | 9.0 (152 reviews) | Not enough data | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud BigQuery** | 8.5/10 | 322 |
| **Pentaho Data Integration** | N/A | N/A |

#### Data Transformation

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **Real-Time Analytics** | 8.8 (279 reviews) | Not enough data | 
| **Data Querying** | 9.3 (288 reviews) | Not enough data | 

#### Connectivity

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **Hadoop Integration** | 8.0 (245 reviews) | Not enough data | 
| **Spark Integration** | 8.1 (244 reviews) | Not enough data | 
| **Multi-Source Analysis** | 8.7 (273 reviews) | Not enough data | 
| **Data Lake** | 8.7 (264 reviews) | Not enough data | 

#### Operations

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **Data Visualization** | 8.4 (273 reviews) | Not enough data | 
| **Data Workflow** | 8.6 (271 reviews) | Not enough data | 
| **Governed Discovery** | 8.3 (249 reviews) | Not enough data | 
| **Embedded Analytics** | 8.4 (256 reviews) | Not enough data | 
| **Notebooks** | 8.5 (248 reviews) | Not enough data | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud BigQuery** | N/A | N/A |
| **Pentaho Data Integration** | N/A | N/A |

#### Building Reports

| Feature | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **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 | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **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 (3):** [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)

**Unique to Google Cloud BigQuery (6):** [Columnar Databases](https://www.g2.com/categories/columnar-databases), [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)

**Unique to Pentaho Data Integration (3):** [Cloud Migration Software](https://www.g2.com/categories/cloud-migration), [On-Premise Data Integration Software](https://www.g2.com/categories/on-premise-data-integration), [Data Mapping Software](https://www.g2.com/categories/data-mapping)


---
## Reviewer Demographics

### By Company Size

| Segment | Google Cloud BigQuery | Pentaho Data Integration | 
|---|---|---|
| **Small-Business** | 27.5% | 17.6% | 
| **Mid-Market** | 34.1% | 41.2% | 
| **Enterprise** | 38.4% | 41.2% | 

### By Industry

#### Google Cloud BigQuery

- **Information Technology and Services:** 15.2%
- **Computer Software:** 13.6%
- **Retail:** 7.1%
- **Financial Services:** 6.6%
- **Marketing and Advertising:** 5.2%
- **Consulting:** 3.5%
- **Telecommunications:** 2.8%
- **Banking:** 2.6%
- **Computer & Network Security:** 2.2%
- **Hospital & Health Care:** 1.9%
- **Other:** 39.1%

#### Pentaho Data Integration

- **Information Technology and Services:** 35.3%
- **Telecommunications:** 11.8%
- **Banking:** 11.8%
- **Internet:** 5.9%
- **Information Services:** 5.9%
- **Import and Export:** 5.9%
- **Higher Education:** 5.9%
- **Education Management:** 5.9%
- **Aviation & Aerospace:** 5.9%
- **Airlines/Aviation:** 5.9%

---
## Alternatives

### Alternatives to Google Cloud BigQuery

- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (755 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (800 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 (402 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (375 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 (815 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 (2283 reviews)

### Alternatives to Pentaho Data Integration

- [Informatica PowerCenter](https://www.g2.com/products/informatica-powercenter/reviews) — 4.3/5 stars (90 reviews)
- [IBM DataStage](https://www.g2.com/products/ibm-datastage/reviews) — 4.0/5 stars (73 reviews)
- [AWS Glue](https://www.g2.com/products/aws-glue/reviews) — 4.3/5 stars (202 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (800 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (815 reviews)
- [Azure Data Factory](https://www.g2.com/products/azure-data-factory/reviews) — 4.6/5 stars (100 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (755 reviews)
- [Apache NiFi](https://www.g2.com/products/apache-nifi/reviews) — 4.2/5 stars (26 reviews)
- [Fivetran](https://www.g2.com/products/fivetran/reviews) — 4.3/5 stars (795 reviews)
- [SnapLogic Intelligent Integration Platform (IIP)](https://www.g2.com/products/snaplogic-intelligent-integration-platform-iip/reviews) — 4.4/5 stars (398 reviews)

---
## Top Discussions

### 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?"

### Pentaho Data Integration

No discussions available for this product.

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/google-cloud-bigquery-vs-pentaho-data-integration)