# Apache Spark for Azure HDInsight vs Google Cloud BigQuery Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Google Cloud BigQuery excels in scalability and performance, allowing users to manage vast amounts of data without compromising query speed. One user highlighted its AI features, stating it makes the data warehouse experience feel seamless and efficient.
- **Users say** that Apache Spark for Azure HDInsight shines in its integration within the Azure ecosystem, making it easy to scale compute power for large datasets. Reviewers appreciate the clean and intuitive environment, which enhances their data analytics experience.
- **According to verified reviews** , Google Cloud BigQuery receives high marks for its ease of use and setup, with users noting the intuitive onboarding process and the ability to connect with various services, both on-premises and cloud-based.
- **Reviewers mention** that while Apache Spark for Azure HDInsight offers strong Hadoop integration and resource management capabilities, it has fewer recent reviews, which may indicate less current user engagement compared to BigQuery's robust feedback.
- **G2 reviewers highlight** that Google Cloud BigQuery's managed service model significantly reduces the operational burden on users, allowing them to focus on data analysis rather than infrastructure management, which is a common concern for users of other platforms.
- **Users express** that while Apache Spark for Azure HDInsight provides solid performance for data analytics, it does not match the overall satisfaction and feature richness of Google Cloud BigQuery, which has a larger user base and more recent positive feedback.



| | Apache Spark for Azure HDInsight | Google Cloud BigQuery | 
|---|---|---|
| **Star Rating** | 4.1 out of 5 | 4.5 out of 5 | 
| **Total Reviews** | 13 | 1,225 | 
| **Largest Market Segment** | Mid-Market (58.3% of reviews) | Enterprise (38.4% of reviews) | 
| **Entry Level Price** | No pricing available | Free | 

---
## Top Pros & Cons

### Apache Spark for Azure HDInsight

**Not enough data**

### Google Cloud BigQuery

Pros:
- Ease of Use (127 reviews)
- Speed (124 reviews)

Cons:
- Expensive (111 reviews)
- Query Issues (64 reviews)

---
## Ratings Comparison
| Rating | Apache Spark for Azure HDInsight | Google Cloud BigQuery | 
|---|---|---|
  | **Meets Requirements** | 8.5 (11 reviews) | 8.8 (623 reviews) | 
  | **Ease of Use** | 8.6 (11 reviews) | 8.7 (640 reviews) | 
  | **Ease of Setup** | 8.7 (5 reviews) | 8.7 (412 reviews) | 
  | **Ease of Admin** | 9.0 (5 reviews) | 8.5 (225 reviews) | 
  | **Quality of Support** | 8.5 (11 reviews) | 8.3 (565 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.0 (5 reviews) | 8.6 (219 reviews) | 
  | **Product Direction (% positive)** | 8.9 (11 reviews) | 9.3 (608 reviews) | 

---
## Pricing

### Apache Spark for Azure HDInsight

#### 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 |
|---|---|---|
| **Apache Spark for Azure HDInsight** | N/A | N/A |
| **Google Cloud BigQuery** | 8.9/10 | 129 |

#### Management

| Feature | Apache Spark for Azure HDInsight | Google Cloud BigQuery | 
|---|---|---|
| **Reporting** | Not enough data | 8.5 (112 reviews) | 
| **Auditing** | Not enough data | 8.3 (110 reviews) | 

#### Functionality

| Feature | Apache Spark for Azure HDInsight | Google Cloud BigQuery | 
|---|---|---|
| **Extraction** | Not enough data | 8.9 (111 reviews) | 
| **Transformation** | Not enough data | 9.0 (114 reviews) | 
| **Loading** | Not enough data | 8.9 (115 reviews) | 
| **Automation** | Not enough data | 8.8 (115 reviews) | 
| **Scalability** | Not enough data | 9.3 (113 reviews) | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **Apache Spark for Azure HDInsight** | N/A | N/A |
| **Google Cloud BigQuery** | 8.6/10 | 271 |

#### Data Management

| Feature | Apache Spark for Azure HDInsight | Google Cloud BigQuery | 
|---|---|---|
| **Data Integration** | Not enough data | 8.9 (217 reviews) ✓ Verified | 
| **Data Compression** | Not enough data | 8.2 (198 reviews) ✓ Verified | 
| **Data Quality** | Not enough data | 8.8 (206 reviews) ✓ Verified | 
| **Built-In Data Analytics** | Not enough data | 8.5 (209 reviews) ✓ Verified | 
| **In-Database Machine Learning** | Not enough data | 8.2 (192 reviews) ✓ Verified | 
| **Data Lake Analytics** | Not enough data | 8.6 (189 reviews) ✓ Verified | 

#### Integration

| Feature | Apache Spark for Azure HDInsight | Google Cloud BigQuery | 
|---|---|---|
| **AI/ ML Integration** | Not enough data | 8.4 (193 reviews) ✓ Verified | 
| **BI Tool Integration** | Not enough data | 8.5 (206 reviews) ✓ Verified | 
| **Data lake Integration** | Not enough data | 8.5 (189 reviews) ✓ Verified | 

#### Deployment

| Feature | Apache Spark for Azure HDInsight | Google Cloud BigQuery | 
|---|---|---|
| **On-Premise** | Not enough data | 7.7 (175 reviews) ✓ Verified | 
| **Cloud** | Not enough data | 9.1 (216 reviews) ✓ Verified | 

#### Performance 

| Feature | Apache Spark for Azure HDInsight | Google Cloud BigQuery | 
|---|---|---|
| **Scalability** | Not enough data | 9.1 (228 reviews) ✓ Verified | 

#### Security

| Feature | Apache Spark for Azure HDInsight | Google Cloud BigQuery | 
|---|---|---|
| **Data Governance** | Not enough data | 8.8 (197 reviews) ✓ Verified | 
| **Data Security** | Not enough data | 9.1 (204 reviews) ✓ Verified | 

#### Generative AI

| Feature | Apache Spark for Azure HDInsight | Google Cloud BigQuery | 
|---|---|---|
| **AI Text Generation** | Not enough data | 7.5 (115 reviews) | 
| **AI Text Summarization** | Not enough data | 7.6 (112 reviews) | 

### Columnar Databases

| Product | Score | Reviews |
|---|---|---|
| **Apache Spark for Azure HDInsight** | N/A | N/A |
| **Google Cloud BigQuery** | 8.7/10 | 77 |

#### Storage

| Feature | Apache Spark for Azure HDInsight | Google Cloud BigQuery | 
|---|---|---|
| **Data Model** | Not enough data | 9.0 (65 reviews) | 
| **Data Types** | Not enough data | 8.7 (65 reviews) | 

#### Availability

| Feature | Apache Spark for Azure HDInsight | Google Cloud BigQuery | 
|---|---|---|
| **Auto Sharding** | Not enough data | 8.3 (57 reviews) | 
| **Auto Recovery** | Not enough data | 8.5 (61 reviews) | 
| **Data Replication** | Not enough data | 8.5 (63 reviews) | 

#### Performance

| Feature | Apache Spark for Azure HDInsight | Google Cloud BigQuery | 
|---|---|---|
| **Integrated Cache** | Not enough data | 8.5 (60 reviews) | 

#### Security

| Feature | Apache Spark for Azure HDInsight | Google Cloud BigQuery | 
|---|---|---|
| **Role-Based Authorization** | Not enough data | 8.7 (66 reviews) | 
| **Authentication** | Not enough data | 8.7 (64 reviews) | 
| **Audit Logs** | Not enough data | 8.4 (65 reviews) | 
| **Encryption** | Not enough data | 8.6 (60 reviews) | 

#### Support

| Feature | Apache Spark for Azure HDInsight | Google Cloud BigQuery | 
|---|---|---|
| **Multi-Model** | Not enough data | 8.6 (61 reviews) | 
| **Operating Systems** | Not enough data | 8.8 (61 reviews) | 

### Data Clean Room

| Product | Score | Reviews |
|---|---|---|
| **Apache Spark for Azure HDInsight** | N/A | N/A |
| **Google Cloud BigQuery** | 8.9/10 | 25 |

#### Centralized computation

| Feature | Apache Spark for Azure HDInsight | Google Cloud BigQuery | 
|---|---|---|
| **Centralized Computation** | Not enough data | 8.7 (19 reviews) | 

#### Localized computation

| Feature | Apache Spark for Azure HDInsight | Google Cloud BigQuery | 
|---|---|---|
| **Localized computation** | Not enough data | 8.1 (20 reviews) | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Apache Spark for Azure HDInsight** | N/A | N/A |
| **Google Cloud BigQuery** | 8.6/10 | 81 |

#### Statistical Tool

| Feature | Apache Spark for Azure HDInsight | Google Cloud BigQuery | 
|---|---|---|
| **Scripting** | Not enough data | 8.6 (74 reviews) | 
| **Data Mining** | Not enough data | 8.9 (74 reviews) | 
| **Algorithms** | Not enough data | 8.8 (76 reviews) | 

#### Data Analysis

| Feature | Apache Spark for Azure HDInsight | Google Cloud BigQuery | 
|---|---|---|
| **Analysis** | Not enough data | 9.2 (75 reviews) | 
| **Data Interaction** | Not enough data | 9.0 (75 reviews) | 

#### Decision Making

| Feature | Apache Spark for Azure HDInsight | Google Cloud BigQuery | 
|---|---|---|
| **Modeling** | Not enough data | 8.8 (76 reviews) | 
| **Data Visualizations** | Not enough data | 8.7 (73 reviews) | 
| **Report Generation** | Not enough data | 8.7 (76 reviews) | 
| **Data Unification** | Not enough data | 8.7 (73 reviews) | 

#### Generative AI

| Feature | Apache Spark for Azure HDInsight | Google Cloud BigQuery | 
|---|---|---|
| **AI Text Generation** | Not enough data | 7.5 (46 reviews) | 
| **AI Text Summarization** | Not enough data | 7.6 (46 reviews) | 

### Marketing Analytics

| Product | Score | Reviews |
|---|---|---|
| **Apache Spark for Azure HDInsight** | N/A | N/A |
| **Google Cloud BigQuery** | 8.9/10 | 71 |

#### Marketing Operations

| Feature | Apache Spark for Azure HDInsight | Google Cloud BigQuery | 
|---|---|---|
| **ROI Tracking** | Not enough data | 8.8 (62 reviews) | 
| **Data Collection** | Not enough data | 9.2 (61 reviews) | 
| **Customer Insights** | Not enough data | 8.9 (61 reviews) | 
| **Multi-User Access** | Not enough data | 9.3 (62 reviews) | 
| **Spend Management** | Not enough data | 8.8 (60 reviews) | 
| **White Label** | Not enough data | 8.4 (59 reviews) | 

#### Campaign Activity

| Feature | Apache Spark for Azure HDInsight | Google Cloud BigQuery | 
|---|---|---|
| **Campaign Insights** | Not enough data | 9.0 (64 reviews) | 
| **Reports and Dashboards** | Not enough data | 9.4 (64 reviews) | 
| **Campaign Stickiness** | Not enough data | 8.6 (61 reviews) | 
| **Multichannel Tracking** | Not enough data | 9.2 (58 reviews) | 
| **Brand Optimization** | Not enough data | 8.8 (59 reviews) | 
| **Predictive Analytics** | Not enough data | 9.0 (61 reviews) | 

#### Agentic AI - Marketing Analytics

| Feature | Apache Spark for Azure HDInsight | Google Cloud BigQuery | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 8.5 (12 reviews) | 
| **Cross-system Integration** | Not enough data | 9.5 (13 reviews) | 
| **Proactive Assistance** | Not enough data | 8.2 (12 reviews) | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Apache Spark for Azure HDInsight** | 8.8/10 | 11 |
| **Google Cloud BigQuery** | 8.7/10 | 207 |

#### Database

| Feature | Apache Spark for Azure HDInsight | Google Cloud BigQuery | 
|---|---|---|
| **Real-Time Data Collection** | 8.9 (9 reviews) | 8.7 (164 reviews) | 
| **Data Distribution** | 8.5 (10 reviews) | 8.9 (162 reviews) | 
| **Data Lake** | 8.9 (9 reviews) | 8.7 (157 reviews) | 

#### Integrations

| Feature | Apache Spark for Azure HDInsight | Google Cloud BigQuery | 
|---|---|---|
| **Hadoop Integration** | 9.4 (9 reviews) | 8.2 (125 reviews) | 
| **Spark Integration** | 8.9 (9 reviews) | 8.4 (122 reviews) | 

#### Platform

| Feature | Apache Spark for Azure HDInsight | Google Cloud BigQuery | 
|---|---|---|
| **Machine Scaling** | 8.8 (10 reviews) | 8.8 (139 reviews) | 
| **Data Preparation** | 8.3 (9 reviews) | 8.8 (154 reviews) | 
| **Spark Integration** | 8.9 (9 reviews) | 8.4 (122 reviews) | 

#### Processing

| Feature | Apache Spark for Azure HDInsight | Google Cloud BigQuery | 
|---|---|---|
| **Cloud Processing** | 8.8 (10 reviews) | 9.2 (157 reviews) | 
| **Workload Processing** | 8.3 (10 reviews) | 9.0 (150 reviews) | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Apache Spark for Azure HDInsight** | N/A | N/A |
| **Google Cloud BigQuery** | 8.5/10 | 322 |

#### Data Transformation

| Feature | Apache Spark for Azure HDInsight | Google Cloud BigQuery | 
|---|---|---|
| **Real-Time Analytics** | Not enough data | 8.8 (278 reviews) | 
| **Data Querying** | Not enough data | 9.3 (287 reviews) | 

#### Connectivity

| Feature | Apache Spark for Azure HDInsight | Google Cloud BigQuery | 
|---|---|---|
| **Hadoop Integration** | Not enough data | 8.0 (244 reviews) | 
| **Spark Integration** | Not enough data | 8.1 (243 reviews) | 
| **Multi-Source Analysis** | Not enough data | 8.7 (272 reviews) | 
| **Data Lake** | Not enough data | 8.7 (263 reviews) | 

#### Operations

| Feature | Apache Spark for Azure HDInsight | Google Cloud BigQuery | 
|---|---|---|
| **Data Visualization** | Not enough data | 8.4 (272 reviews) | 
| **Data Workflow** | Not enough data | 8.6 (270 reviews) | 
| **Governed Discovery** | Not enough data | 8.3 (248 reviews) | 
| **Embedded Analytics** | Not enough data | 8.4 (255 reviews) | 
| **Notebooks** | Not enough data | 8.5 (247 reviews) | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Apache Spark for Azure HDInsight** | N/A | N/A |
| **Google Cloud BigQuery** | N/A | N/A |

#### Building Reports

| Feature | Apache Spark for Azure HDInsight | Google Cloud BigQuery | 
|---|---|---|
| **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 | Apache Spark for Azure HDInsight | Google Cloud BigQuery | 
|---|---|---|
| **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 Google Cloud BigQuery (8):** [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 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 | Apache Spark for Azure HDInsight | Google Cloud BigQuery | 
|---|---|---|
| **Small-Business** | 16.7% | 27.5% | 
| **Mid-Market** | 58.3% | 34.0% | 
| **Enterprise** | 25.0% | 38.4% | 

### By Industry

#### Apache Spark for Azure HDInsight

- **Computer Software:** 16.7%
- **Research:** 8.3%
- **Machinery:** 8.3%
- **Luxury Goods & Jewelry:** 8.3%
- **Information Technology and Services:** 8.3%
- **Higher Education:** 8.3%
- **Financial Services:** 8.3%
- **E-Learning:** 8.3%
- **Education Management:** 8.3%
- **Banking:** 8.3%
- **Other:** 8.3%

#### Google Cloud BigQuery

- **Information Technology and Services:** 15.1%
- **Computer Software:** 13.7%
- **Retail:** 7.1%
- **Financial Services:** 6.7%
- **Marketing and Advertising:** 5.2%
- **Consulting:** 3.5%
- **Telecommunications:** 2.8%
- **Banking:** 2.6%
- **Computer & Network Security:** 2.2%
- **Hospital & Health Care:** 2.0%
- **Other:** 39.1%

---
## Alternatives

### Alternatives to Apache Spark for Azure HDInsight

- [Amazon EMR](https://www.g2.com/products/amazon-emr/reviews) — 4.2/5 stars (70 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)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (754 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (804 reviews)
- [Posit Team](https://www.g2.com/products/posit-team/reviews) — 4.5/5 stars (570 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (375 reviews)
- [Qubole](https://www.g2.com/products/qubole/reviews) — 4.0/5 stars (259 reviews)
- [Kyvos Semantic Layer](https://www.g2.com/products/kyvos-semantic-layer/reviews) — 4.8/5 stars (281 reviews)
- [OpenText Vertica](https://www.g2.com/products/opentext-vertica/reviews) — 4.3/5 stars (216 reviews)
- [Hadoop HDFS](https://www.g2.com/products/hadoop-hdfs/reviews) — 4.4/5 stars (141 reviews)

### Alternatives to Google Cloud BigQuery

- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (754 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (804 reviews)
- [Cloudera Platform](https://www.g2.com/products/cloudera-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 (817 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 (2284 reviews)

---
## Top Discussions

### Apache Spark for Azure HDInsight

No discussions available for this product.

### 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?"

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/apache-spark-for-azure-hdinsight-vs-google-cloud-bigquery)